January 15, 2021

29058 words 137 mins read

ml-tooling/best-of-ml-python

A ranked list of awesome machine learning Python libraries. Updated weekly.


repo name	ml-tooling/best-of-ml-python
repo link	https://github.com/ml-tooling/best-of-ml-python
homepage	https://ml-python.best-of.org
language	Python
size (curr.)	2023 kB
stars (curr.)	3562
created	2020-11-29
license	Creative Commons Attribution Share Alike 4.0 International

This curated list contains 840 awesome open-source projects with a total of 2.7M stars grouped into 32 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

Machine Learning Frameworks 53 projects
Data Visualization 47 projects
Text Data & NLP 83 projects
Image Data 49 projects
Graph Data 29 projects
Audio Data 23 projects
Geospatial Data 22 projects
Financial Data 23 projects
Time Series Data 20 projects
Medical Data 19 projects
Optical Character Recognition 10 projects
Data Containers & Structures 28 projects
Data Loading & Extraction 23 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 34 projects
Distributed Machine Learning 26 projects
Hyperparameter Optimization & AutoML 45 projects
Reinforcement Learning 19 projects
Recommender Systems 14 projects
Privacy Machine Learning 6 projects
Workflow & Experiment Tracking 36 projects
Model Serialization & Conversion 11 projects
Model Interpretability 44 projects
Vector Similarity Search (ANN) 12 projects
Probabilistics & Statistics 21 projects
Adversarial Robustness 8 projects
GPU Utilities 18 projects
Tensorflow Utilities 13 projects
Sklearn Utilities 17 projects
Pytorch Utilities 27 projects
Database Clients 1 projects
Others 52 projects

Explanation

🥇🥈🥉 Combined project-quality score
⭐️ Star count from GitHub
🐣 New project (less than 6 months old)
💤 Inactive project (6 months no activity)
💀 Dead project (12 months no activity)
📈📉 Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
👨‍💻 Contributors count from GitHub
🔀 Fork count from GitHub
📋 Issue count from GitHub
⏱️ Last update timestamp on package manager
📥 Download count from package manager
📦 Number of dependent projects
Tensorflow related project
Sklearn related project
PyTorch related project
MxNet related project
Apache Spark related project
Jupyter related project
PaddlePaddle related project
Pandas related project

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

GitHub (👨‍💻 3.5K · 🔀 84K · 📦 120K · 📋 30K - 14% open · ⏱️ 21.01.2021):
```
git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 4.6M / month · 📦 23K · ⏱️ 14.12.2020):
```
pip install tensorflow
```

Conda (📥 2.3M · ⏱️ 15.07.2020):

conda install -c conda-forge tensorflow

Docker Hub (📥 47M · ⭐ 1.8K · ⏱️ 21.01.2021):
```
docker pull tensorflow/tensorflow
```

GitHub (👨‍💻 2.1K · 🔀 21K · 📥 640 · 📦 180K · 📋 9K - 25% open · ⏱️ 20.01.2021):
```
git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 9.4M / month · 📦 38K · ⏱️ 19.01.2021):
```
pip install scikit-learn
```

Conda (📥 6.4M · ⏱️ 19.01.2021):

conda install -c conda-forge scikit-learn

GitHub (👨‍💻 2.5K · 🔀 12K · 📦 59K · 📋 20K - 35% open · ⏱️ 21.01.2021):
```
git clone https://github.com/pytorch/pytorch
```
PyPi (📥 1.5M / month · 📦 6.7K · ⏱️ 10.12.2020):
```
pip install torch
```
Conda (📥 9.8M · ⏱️ 10.12.2020):
```
conda install -c pytorch pytorch
```

GitHub (👨‍💻 2.4K · 🔀 23K · 📦 550 · ⏱️ 21.01.2021):
```
git clone https://github.com/apache/spark
```
PyPi (📥 6.3M / month · 📦 760 · ⏱️ 07.09.2020):
```
pip install pyspark
```
Conda (📥 870K · ⏱️ 07.09.2020):
```
conda install -c conda-forge pyspark
```

GitHub (👨‍💻 300 · 🔀 2.1K · 📥 25 · 📦 36K · 📋 4.3K - 47% open · ⏱️ 20.01.2021):
```
git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 1.8M / month · 📦 6.7K · ⏱️ 29.10.2020):
```
pip install statsmodels
```

Conda (📥 3.2M · ⏱️ 12.01.2021):

conda install -c conda-forge statsmodels

GitHub (👨‍💻 900 · 🔀 19K · 📋 10K - 30% open · ⏱️ 20.01.2021):
```
git clone https://github.com/keras-team/keras
```
PyPi (📥 1.6M / month · 📦 15K · ⏱️ 24.06.2020):
```
pip install keras
```
Conda (📥 1.4M · ⏱️ 25.06.2020):
```
conda install -c conda-forge keras
```

GitHub (👨‍💻 500 · 🔀 7.9K · 📥 1.9K · 📦 13K · 📋 3.9K - 6% open · ⏱️ 21.01.2021):
```
git clone https://github.com/dmlc/xgboost
```
PyPi (📥 2.3M / month · 📦 1.6K · ⏱️ 20.01.2021):
```
pip install xgboost
```
Conda (📥 1.3M · ⏱️ 10.12.2020):
```
conda install -c conda-forge xgboost
```

GitHub (👨‍💻 200 · 🔀 3.2K · 📥 87K · 📦 5.3K · 📋 2.1K - 4% open · ⏱️ 21.01.2021):
```
git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 1.3M / month · 📦 560 · ⏱️ 08.12.2020):
```
pip install lightgbm
```
Conda (📥 470K · ⏱️ 15.01.2021):
```
conda install -c conda-forge lightgbm
```

GitHub (👨‍💻 950 · 🔀 6.8K · 📥 23K · 📦 1.7K · 📋 9.4K - 19% open · ⏱️ 20.01.2021):
```
git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 140K / month · 📦 440 · ⏱️ 28.08.2020):
```
pip install mxnet
```
Conda (📥 5.7K · ⏱️ 29.02.2020):
```
conda install -c anaconda mxnet
```

GitHub (👨‍💻 380 · 🔀 2.5K · 📦 10K · 📋 2.8K - 24% open · ⏱️ 05.09.2020):
```
git clone https://github.com/Theano/Theano
```
PyPi (📥 180K / month · 📦 5.5K · ⏱️ 27.07.2020):
```
pip install theano
```
Conda (📥 1.3M · ⏱️ 01.11.2020):
```
conda install -c conda-forge theano
```

GitHub (👨‍💻 1.2K · 🔀 8.3K · 📦 240 · ⏱️ 21.01.2021):
```
git clone https://github.com/apache/flink
```
PyPi (📥 2.5K / month · ⏱️ 15.01.2021):
```
pip install apache-flink
```

GitHub (👨‍💻 370 · 🔀 1.3K · 📥 39 · 📦 1.7K · 📋 2.8K - 11% open · ⏱️ 21.01.2021):
```
git clone https://github.com/PyTorchLightning/pytorch-lightning
```
PyPi (📥 91K / month · 📦 14 · ⏱️ 12.01.2021):
```
pip install pytorch-lightning
```

Conda (📥 15K · ⏱️ 12.01.2021):

conda install -c conda-forge pytorch-lightning

GitHub (👨‍💻 470 · 🔀 6.9K · 📋 1.4K - 4% open · ⏱️ 20.01.2021):
```
git clone https://github.com/fastai/fastai
```
PyPi (📥 130K / month · 📦 370 · ⏱️ 13.01.2021):
```
pip install fastai
```

GitHub (👨‍💻 240 · 🔀 950 · 📦 1K · 📋 2.1K - 34% open · ⏱️ 21.01.2021):
```
git clone https://github.com/google/jax
```
PyPi (📥 64K / month · 📦 46 · ⏱️ 12.01.2021):
```
pip install jax
```
Conda (📥 69K · ⏱️ 18.01.2021):
```
conda install -c conda-forge jaxlib
```

GitHub (👨‍💻 36 · 🔀 200 · 📦 11K · 📋 100 - 16% open · ⏱️ 21.01.2021):
```
git clone https://github.com/explosion/thinc
```
PyPi (📥 770K / month · 📦 1.1K · ⏱️ 21.01.2021):
```
pip install thinc
```
Conda (📥 850K · ⏱️ 18.12.2020):
```
conda install -c conda-forge thinc
```

GitHub (👨‍💻 730 · 🔀 860 · 📥 48K · 📋 1.3K - 22% open · ⏱️ 21.01.2021):
```
git clone https://github.com/catboost/catboost
```
PyPi (📥 660K / month · 📦 160 · ⏱️ 27.12.2020):
```
pip install catboost
```
Conda (📥 550K · ⏱️ 29.12.2020):
```
conda install -c conda-forge catboost
```

GitHub (👨‍💻 320 · 🔀 1.4K · 📦 1.8K · 📋 2K - 0% open · ⏱️ 23.12.2020):
```
git clone https://github.com/chainer/chainer
```
PyPi (📥 17K / month · 📦 740 · ⏱️ 13.01.2021):
```
pip install chainer
```

GitHub (👨‍💻 130 · 🔀 2.4K · 📦 2.9K · 📋 930 - 61% open · ⏱️ 30.11.2020):
```
git clone https://github.com/tflearn/tflearn
```
PyPi (📥 11K / month · 📦 480 · ⏱️ 11.11.2020):
```
pip install tflearn
```

GitHub (👨‍💻 300 · 🔀 1.7K · 📦 94 · 📋 1K - 15% open · ⏱️ 20.01.2021):
```
git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 19K / month · 📦 16 · ⏱️ 12.11.2020):
```
pip install vowpalwabbit
```

GitHub (👨‍💻 490 · 🔀 3.4K · 📥 15K · 📦 26 · 📋 13K - 18% open · ⏱️ 21.01.2021):
```
git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 5.6K / month · 📦 16 · ⏱️ 14.12.2020):
```
pip install paddlepaddle
```

GitHub (👨‍💻 81 · 🔀 1.1K · 📥 3.6K · 📦 220 · 📋 1.7K - 27% open · ⏱️ 13.10.2020):
```
git clone https://github.com/apple/turicreate
```
PyPi (📥 12K / month · 📦 34 · ⏱️ 30.09.2020):
```
pip install turicreate
```

GitHub (👨‍💻 55 · 🔀 1.7K · 📥 100 · 📦 670 · 📋 1.3K - 0% open · ⏱️ 16.01.2021):
```
git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 92K / month · 📦 76 · ⏱️ 24.04.2020):
```
pip install tensorpack
```

GitHub (👨‍💻 48 · 🔀 1.3K · 📦 480 · 📋 150 - 11% open · ⏱️ 08.10.2020):
```
git clone https://github.com/deepmind/sonnet
```
PyPi (📥 47K / month · 📦 82 · ⏱️ 27.03.2020):
```
pip install dm-sonnet
```
Conda (📥 6.9K · ⏱️ 14.11.2020):
```
conda install -c conda-forge sonnet
```

GitHub (👨‍💻 160 · 🔀 690 · 📥 1.5K · 📦 160 · 📋 920 - 27% open · ⏱️ 17.01.2021):
```
git clone https://github.com/clab/dynet
```
PyPi (📥 4.5K / month · 📦 38 · ⏱️ 21.10.2020):
```
pip install dyNET
```

GitHub (👨‍💻 260 · 🔀 4.4K · 📥 14K · 📋 3.3K - 24% open · ⏱️ 31.03.2020):
```
git clone https://github.com/microsoft/CNTK
```
PyPi (📥 1.1K / month · 📦 17 · ⏱️ 09.12.2020):
```
pip install cntk
```

GitHub (👨‍💻 39 · 🔀 270 · 📦 260 · 📋 360 - 13% open · ⏱️ 25.12.2020):
```
git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 5.7K / month · 📦 13 · ⏱️ 30.08.2020):
```
pip install skorch
```
Conda (📥 160K · ⏱️ 19.09.2020):
```
conda install -c conda-forge skorch
```

GitHub (👨‍💻 120 · 🔀 400 · 📦 700 · 📋 700 - 14% open · ⏱️ 20.01.2021):
```
git clone https://github.com/pytorch/ignite
```
PyPi (📥 35K / month · 📦 62 · ⏱️ 19.01.2021):
```
pip install pytorch-ignite
```
Conda (📥 52K · ⏱️ 20.09.2020):
```
conda install -c pytorch ignite
```

GitHub (👨‍💻 70 · 🔀 160 · 📥 20 · 📦 89 · 📋 290 - 56% open · ⏱️ 21.01.2021):
```
git clone https://github.com/google/flax
```
PyPi (📥 48K / month · 📦 6 · ⏱️ 08.12.2020):
```
pip install flax
```

GitHub (👨‍💻 260 · 🔀 1.3K · 📋 1.3K - 11% open · ⏱️ 18.01.2021):
```
git clone https://github.com/mlpack/mlpack
```
PyPi (📥 170 / month · ⏱️ 28.10.2020):
```
pip install mlpack
```
Conda (📥 63K · ⏱️ 29.10.2020):
```
conda install -c conda-forge mlpack
```

GitHub (👨‍💻 86 · 🔀 880 · 📦 75 · 📋 520 - 21% open · ⏱️ 20.01.2021):
```
git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 1.1K / month · 📦 12 · ⏱️ 16.11.2020):
```
pip install ludwig
```

GitHub (👨‍💻 55 · 🔀 300 · 📥 520 · 📋 53 - 66% open · ⏱️ 21.01.2021):
```
git clone https://github.com/sony/nnabla
```
PyPi (📥 2.4K / month · 📦 34 · ⏱️ 24.12.2020):
```
pip install nnabla
```

GitHub (👨‍💻 3.5K · 🔀 64 · 📥 16 · 📋 280 - 19% open · ⏱️ 20.01.2021):
```
git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 1.6K / month · ⏱️ 22.12.2020):
```
pip install tensorflow-rocm
```

GitHub (👨‍💻 10 · 🔀 74 · 📦 200 · 📋 62 - 35% open · ⏱️ 09.01.2021):
```
git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 15K / month · 📦 10 · ⏱️ 08.09.2020):
```
pip install einops
```
Conda (📥 3.5K · ⏱️ 15.10.2020):
```
conda install -c conda-forge einops
```

GitHub (👨‍💻 12 · 🔀 170 · 📦 110 · 📋 290 - 3% open · ⏱️ 26.12.2020):
```
git clone https://github.com/amaiya/ktrain
```
PyPi (📥 5.2K / month · 📦 1 · ⏱️ 05.12.2020):
```
pip install ktrain
```

GitHub (👨‍💻 30 · 🔀 480 · 📥 2.3K · 📦 40 · 📋 280 - 62% open · ⏱️ 03.03.2020):
```
git clone https://github.com/aksnzhy/xlearn
```
PyPi (📥 6.4K / month · 📦 1 · ⏱️ 04.12.2018):
```
pip install xlearn
```

GitHub (👨‍💻 250 · 🔀 1K · 📋 1.6K - 33% open · ⏱️ 08.12.2020):
```
git clone https://github.com/shogun-toolbox/shogun
```
Conda (📥 90K · ⏱️ 25.06.2018):
```
conda install -c conda-forge shogun
```
Docker Hub (📥 1.4K · ⭐ 1 · ⏱️ 31.01.2019):
```
docker pull shogun/shogun
```

GitHub (👨‍💻 35 · 🔀 150 · 📦 9 · 📋 38 - 50% open · ⏱️ 20.11.2020):
```
git clone https://github.com/nubank/fklearn
```
PyPi (📥 4.8K / month · ⏱️ 02.10.2020):
```
pip install fklearn
```

GitHub (👨‍💻 54 · 🔀 760 · 📥 1.3K · 📋 620 - 6% open · ⏱️ 10.01.2021):
```
git clone https://github.com/XiaoMi/mace
```

GitHub (👨‍💻 16 · 🔀 140 · 📥 100 · 📦 12 · 📋 74 - 33% open · ⏱️ 06.01.2021):
```
git clone https://github.com/google/neural-tangents
```
PyPi (📥 510 / month · ⏱️ 18.11.2020):
```
pip install neural-tangents
```

GitHub (👨‍💻 33 · 🔀 160 · 📥 2.1K · 📋 190 - 22% open · ⏱️ 14.12.2020):
```
git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 370 / month · ⏱️ 13.03.2020):
```
pip install thundersvm
```

GitHub (👨‍💻 34 · 🔀 63 · 📦 57 · 📋 66 - 27% open · ⏱️ 16.01.2021):
```
git clone https://github.com/deepmind/dm-haiku
```

GitHub (👨‍💻 13 · 🔀 62 · 📦 37 · 📋 240 - 3% open · ⏱️ 17.02.2020):
```
git clone https://github.com/pytorchbearer/torchbearer
```
PyPi (📥 180 / month · 📦 3 · ⏱️ 31.01.2020):
```
pip install torchbearer
```

GitHub (👨‍💻 19 · 🔀 42 · 📦 5 · 📋 79 - 39% open · ⏱️ 20.01.2021):
```
git clone https://github.com/google/objax
```
PyPi (📥 200 / month · ⏱️ 02.11.2020):
```
pip install objax
```

GitHub (👨‍💻 12 · 🔀 10 · 📋 49 - 30% open · ⏱️ 19.01.2021):
```
git clone https://github.com/poets-ai/elegy
```
PyPi (📥 190 / month · ⏱️ 17.12.2020):
```
pip install elegy
```

GitHub (👨‍💻 10 · 🔀 71 · 📋 46 - 43% open · ⏱️ 05.01.2021):
```
git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 99 / month · ⏱️ 01.05.2020):
```
pip install thundergbm
```

GitHub (👨‍💻 16 · 🔀 79 · 📋 29 - 55% open · ⏱️ 19.01.2021):
```
git clone https://github.com/neoml-lib/neoml
```

dlib (🥈33 · ⭐ 9.8K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
NuPIC (🥉25 · ⭐ 6.2K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
Lasagne (🥉24 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
MindsDB (🥉20 · ⭐ 3.2K) - Predictive AI layer for existing databases. ❗️GPL-3.0
NeuPy (🥉20 · ⭐ 660 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
StarSpace (🥉13 · ⭐ 3.5K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

GitHub (👨‍💻 1.2K · 🔀 5.6K · 📦 320K · 📋 7.6K - 21% open · ⏱️ 21.01.2021):
```
git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 8.4M / month · 📦 79K · ⏱️ 12.11.2020):
```
pip install matplotlib
```

Conda (📥 7.8M · ⏱️ 14.01.2021):

conda install -c conda-forge matplotlib

GitHub (👨‍💻 160 · 🔀 1.7K · 📦 5 · 📋 1.8K - 42% open · ⏱️ 14.01.2021):
```
git clone https://github.com/plotly/plotly.py
```
PyPi (📥 2.4M / month · 📦 5K · ⏱️ 12.01.2021):
```
pip install plotly
```
Conda (📥 1.2M · ⏱️ 12.01.2021):
```
conda install -c conda-forge plotly
```
NPM (📥 95K / month · 📦 4 · ⏱️ 12.01.2021):
```
npm install plotlywidget
```

GitHub (👨‍💻 150 · 🔀 1.4K · 📥 120 · 📦 78K · 📋 1.8K - 4% open · ⏱️ 19.01.2021):
```
git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 1.6M / month · 📦 13K · ⏱️ 20.12.2020):
```
pip install seaborn
```
Conda (📥 1.9M · ⏱️ 21.12.2020):
```
conda install -c conda-forge seaborn
```

GitHub (👨‍💻 72 · 🔀 1.4K · 📦 17K · 📋 960 - 41% open · ⏱️ 20.01.2021):
```
git clone https://github.com/plotly/dash
```
PyPi (📥 210K / month · 📦 1.6K · ⏱️ 19.01.2021):
```
pip install dash
```
Conda (📥 210K · ⏱️ 11.12.2020):
```
conda install -c conda-forge dash
```

GitHub (👨‍💻 550 · 🔀 3.6K · 📦 30K · 📋 6.3K - 9% open · ⏱️ 21.01.2021):
```
git clone https://github.com/bokeh/bokeh
```
PyPi (📥 980K / month · 📦 5.9K · ⏱️ 19.01.2021):
```
pip install bokeh
```
Conda (📥 3.6M · ⏱️ 13.01.2021):
```
conda install -c conda-forge bokeh
```

GitHub (👨‍💻 30 · 🔀 2.3K · 📦 1.4K · 📋 1.4K - 1% open · ⏱️ 19.01.2021):
```
git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 28K / month · 📦 280 · ⏱️ 29.10.2020):
```
pip install pyecharts
```

GitHub (👨‍💻 58 · 🔀 2K · 📦 8.5K · 📋 440 - 22% open · ⏱️ 11.11.2020):
```
git clone https://github.com/amueller/word_cloud
```
PyPi (📥 210K / month · 📦 1.1K · ⏱️ 11.11.2020):
```
pip install wordcloud
```
Conda (📥 180K · ⏱️ 14.01.2021):
```
conda install -c conda-forge wordcloud
```

GitHub (👨‍💻 120 · 🔀 570 · 📦 7.4K · 📋 1.5K - 19% open · ⏱️ 12.01.2021):
```
git clone https://github.com/altair-viz/altair
```
PyPi (📥 610K / month · 📦 370 · ⏱️ 01.04.2020):
```
pip install altair
```
Conda (📥 580K · ⏱️ 01.04.2020):
```
conda install -c conda-forge altair
```

GitHub (👨‍💻 51 · 🔀 400 · 📦 1.2K · 📋 500 - 37% open · ⏱️ 14.01.2021):
```
git clone https://github.com/bqplot/bqplot
```
PyPi (📥 11K / month · 📦 110 · ⏱️ 14.01.2021):
```
pip install bqplot
```
Conda (📥 460K · ⏱️ 14.01.2021):
```
conda install -c conda-forge bqplot
```
NPM (📥 120K / month · 📦 10 · ⏱️ 14.01.2021):
```
npm install bqplot
```

GitHub (👨‍💻 65 · 🔀 980 · 📦 2.9K · 📋 410 - 14% open · ⏱️ 12.01.2021):
```
git clone https://github.com/pandas-profiling/pandas-profiling
```
PyPi (📥 180K / month · 📦 160 · ⏱️ 03.09.2020):
```
pip install pandas-profiling
```

Conda (📥 98K · ⏱️ 09.01.2021):

conda install -c conda-forge pandas-profiling

GitHub (👨‍💻 69 · 🔀 480 · 📋 420 - 48% open · ⏱️ 11.01.2021):
```
git clone https://github.com/lmcinnes/umap
```
PyPi (📥 120K / month · 📦 230 · ⏱️ 11.01.2021):
```
pip install umap-learn
```

GitHub (👨‍💻 180 · 🔀 810 · 📋 720 - 39% open · ⏱️ 20.01.2021):
```
git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 24K / month · 📦 890 · ⏱️ 20.12.2020):
```
pip install pyqtgraph
```
Conda (📥 160K · ⏱️ 20.12.2020):
```
conda install -c conda-forge pyqtgraph
```

GitHub (👨‍💻 100 · 🔀 300 · 📋 2.5K - 27% open · ⏱️ 20.01.2021):
```
git clone https://github.com/holoviz/holoviews
```
PyPi (📥 73K / month · 📦 170 · ⏱️ 27.12.2020):
```
pip install holoviews
```
Conda (📥 400K · ⏱️ 28.12.2020):
```
conda install -c conda-forge holoviews
```
NPM (📥 6.7K / month · ⏱️ 24.05.2020):
```
npm install @pyviz/jupyterlab_pyviz
```

GitHub (👨‍💻 16 · 🔀 140 · 📦 17K · 📋 100 - 4% open · ⏱️ 18.01.2021):
```
git clone https://github.com/xflr6/graphviz
```
PyPi (📥 2.3M / month · 📦 4.4K · ⏱️ 24.12.2020):
```
pip install graphviz
```

GitHub (👨‍💻 140 · 🔀 540 · 📦 440 · 📋 1.1K - 31% open · ⏱️ 18.01.2021):
```
git clone https://github.com/vispy/vispy
```
PyPi (📥 13K / month · 📦 120 · ⏱️ 28.11.2020):
```
pip install vispy
```
Conda (📥 120K · ⏱️ 13.01.2021):
```
conda install -c conda-forge vispy
```
NPM (📥 120 / month · ⏱️ 15.03.2020):
```
npm install vispy
```

GitHub (👨‍💻 43 · 🔀 310 · 📦 560 · 📋 460 - 31% open · ⏱️ 17.01.2021):
```
git clone https://github.com/holoviz/datashader
```
PyPi (📥 9.6K / month · 📦 70 · ⏱️ 07.01.2021):
```
pip install datashader
```

Conda (📥 130K · ⏱️ 08.01.2021):

conda install -c conda-forge datashader

GitHub (👨‍💻 15 · 🔀 330 · 📦 2.7K · 📋 100 - 14% open · ⏱️ 28.12.2020):
```
git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 150K / month · 📦 76 · ⏱️ 29.06.2018):
```
pip install missingno
```
Conda (📥 69K · ⏱️ 15.02.2020):
```
conda install -c conda-forge missingno
```

GitHub (👨‍💻 20 · 🔀 94 · 📥 200 · 📦 220 · 📋 110 - 34% open · ⏱️ 15.01.2021):
```
git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 6M / month · 📦 18 · ⏱️ 17.12.2020):
```
pip install tensorflow-data-validation
```

GitHub (👨‍💻 61 · 🔀 340 · 📦 170 · 📋 370 - 19% open · ⏱️ 19.01.2021):
```
git clone https://github.com/finos/perspective
```
PyPi (📥 480 / month · 📦 4 · ⏱️ 14.01.2021):
```
pip install perspective-python
```

NPM (📥 1K / month · ⏱️ 08.01.2021):

npm install @finos/perspective-jupyterlab

GitHub (👨‍💻 37 · 🔀 530 · 📦 2.6K · 📋 200 - 40% open · ⏱️ 07.10.2020):
```
git clone https://github.com/santosjorge/cufflinks
```
PyPi (📥 46K / month · 📦 230 · ⏱️ 01.03.2020):
```
pip install cufflinks
```

GitHub (👨‍💻 50 · 🔀 130 · 📥 41 · 📦 240 · 📋 380 - 30% open · ⏱️ 20.01.2021):
```
git clone https://github.com/pyvista/pyvista
```
PyPi (📥 7K / month · 📦 26 · ⏱️ 10.12.2020):
```
pip install pyvista
```
Conda (📥 55K · ⏱️ 10.12.2020):
```
conda install -c conda-forge pyvista
```

GitHub (👨‍💻 21 · 🔀 150 · 📦 97 · 📋 190 - 36% open · ⏱️ 06.01.2021):
```
git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 180 / month · 📦 9 · ⏱️ 02.10.2020):
```
pip install hypertools
```

GitHub (👨‍💻 22 · 🔀 49 · 📦 440 · 📋 320 - 30% open · ⏱️ 17.01.2021):
```
git clone https://github.com/holoviz/hvplot
```
PyPi (📥 31K / month · 📦 15 · ⏱️ 02.06.2020):
```
pip install hvplot
```
Conda (📥 59K · ⏱️ 06.01.2021):
```
conda install -c conda-forge hvplot
```

GitHub (👨‍💻 19 · 🔀 250 · 📦 52 · 📋 70 - 57% open · ⏱️ 02.11.2020):
```
git clone https://github.com/spotify/chartify
```
PyPi (📥 3.9K / month · 📦 5 · ⏱️ 02.11.2020):
```
pip install chartify
```
Conda (📥 12K · ⏱️ 07.11.2020):
```
conda install -c conda-forge chartify
```

GitHub (👨‍💻 24 · 🔀 160 · 📦 15 · 📋 200 - 30% open · ⏱️ 09.10.2020):
```
git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 5.3K / month · 📦 13 · ⏱️ 09.10.2020):
```
pip install pythreejs
```
Conda (📥 260K · ⏱️ 12.10.2020):
```
conda install -c conda-forge pythreejs
```
NPM (📥 4.6K / month · 📦 8 · ⏱️ 19.03.2020):
```
npm install jupyter-threejs
```

GitHub (👨‍💻 27 · 🔀 790 · 📦 38 · 📋 150 - 48% open · ⏱️ 27.10.2020):
```
git clone https://github.com/pair-code/facets
```
PyPi (📥 26K / month · ⏱️ 24.07.2019):
```
pip install facets-overview
```

GitHub (👨‍💻 15 · 🔀 190 · 📦 200 · 📋 53 - 62% open · ⏱️ 19.08.2020):
```
git clone https://github.com/DmitryUlyanov/Multicore-TSNE
```
PyPi (📥 2.4K / month · 📦 14 · ⏱️ 08.11.2017):
```
pip install MulticoreTSNE
```

Conda (📥 5.9K · ⏱️ 12.11.2018):

conda install -c conda-forge multicore-tsne

GitHub (👨‍💻 10 · 🔀 82 · 📦 170 · 📋 71 - 4% open · ⏱️ 08.01.2021):
```
git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 7.2K / month · 📦 4 · ⏱️ 08.01.2021):
```
pip install opentsne
```
Conda (📥 73K · ⏱️ 08.01.2021):
```
conda install -c conda-forge opentsne
```

GitHub (👨‍💻 7 · 🔀 110 · 📦 33 · 📋 66 - 21% open · ⏱️ 11.01.2021):
```
git clone https://github.com/adamerose/pandasgui
```
PyPi (📥 1.7K / month · 📦 1 · ⏱️ 10.11.2020):
```
pip install pandasgui
```

GitHub (👨‍💻 11 · 🔀 75 · 📦 120 · 📋 72 - 29% open · ⏱️ 27.11.2020):
```
git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 5.7K / month · 📦 10 · ⏱️ 27.11.2020):
```
pip install pandas-bokeh
```

GitHub (👨‍💻 25 · 🔀 110 · 📥 14 · 📦 51 · 📋 100 - 23% open · ⏱️ 05.01.2021):
```
git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 940 / month · 📦 10 · ⏱️ 10.05.2020):
```
pip install python-ternary
```

Conda (📥 48K · ⏱️ 10.05.2020):

conda install -c conda-forge python-ternary

GitHub (👨‍💻 9 · 🔀 46 · 📋 87 - 9% open · ⏱️ 11.01.2021):
```
git clone https://github.com/vega/ipyvega
```
PyPi (📥 12K / month · 📦 150 · ⏱️ 15.05.2020):
```
pip install vega
```
Conda (📥 380K · ⏱️ 10.12.2020):
```
conda install -c conda-forge vega
```

GitHub (👨‍💻 5 · 🔀 32 · 📦 63 · 📋 38 - 10% open · ⏱️ 28.12.2020):
```
git clone https://github.com/sbebo/joypy
```
PyPi (📥 2.4K / month · 📦 6 · ⏱️ 28.12.2020):
```
pip install joypy
```
Conda (📥 7.8K · ⏱️ 28.12.2020):
```
conda install -c conda-forge joypy
```

GitHub (👨‍💻 6 · 🔀 89 · 📦 2 · 📋 47 - 12% open · ⏱️ 11.01.2021):
```
git clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 1.8K / month · ⏱️ 23.12.2020):
```
pip install hiplot
```
Conda (📥 41K · ⏱️ 23.12.2020):
```
conda install -c conda-forge hiplot
```

GitHub (👨‍💻 6 · 🔀 130 · 📋 64 - 32% open · ⏱️ 10.12.2020):
```
git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 6.8K / month · ⏱️ 10.12.2020):
```
pip install sweetviz
```

GitHub (👨‍💻 14 · 🔀 15 · 📋 110 - 36% open · ⏱️ 21.01.2021):
```
git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 4.8K / month · ⏱️ 23.12.2020):
```
pip install lets-plot
```

GitHub (👨‍💻 7 · 🔀 33 · 📦 14 · 📋 31 - 51% open · ⏱️ 05.10.2020):
```
git clone https://github.com/t-makaro/animatplot
```
PyPi (📥 120 / month · 📦 1 · ⏱️ 05.10.2020):
```
pip install animatplot
```

Conda (📥 5.1K · ⏱️ 06.10.2020):

conda install -c conda-forge animatplot

GitHub (👨‍💻 10 · 🔀 54 · 📦 26 · 📋 21 - 23% open · ⏱️ 21.12.2020):
```
git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 960 / month · ⏱️ 10.12.2020):
```
pip install autoviz
```

GitHub (👨‍💻 6 · 🔀 61 · 📦 39 · 📋 12 - 16% open · ⏱️ 26.07.2020):
```
git clone https://github.com/gyli/PyWaffle
```
PyPi (📥 690 / month · ⏱️ 26.07.2020):
```
pip install pywaffle
```

GitHub (👨‍💻 10 · 🔀 15 · 📋 300 - 38% open · ⏱️ 21.01.2021):
```
git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 340 / month · ⏱️ 16.01.2021):
```
pip install fiftyone
```

GitHub (👨‍💻 3 · 🔀 19 · 📋 8 - 50% open · ⏱️ 02.06.2020):
```
git clone https://github.com/Zsailer/nx_altair
```
PyPi (📥 140 / month · 📦 2 · ⏱️ 02.06.2020):
```
pip install nx-altair
```

plotnine (🥈28 · ⭐ 2.5K) - A grammar of graphics for Python. ❗️GPL-2.0
PDPbox (🥉23 · ⭐ 520 · 💀) - python partial dependence plot toolbox. MIT
pivottablejs (🥉19 · ⭐ 420 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
ivis (🥉18 · ⭐ 220) - Dimensionality reduction in very large datasets using Siamese.. ❗️GPL-2.0
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
nptsne (🥉14 · ⭐ 24) - nptsne is a numpy compatible python binary package that offers a number.. Apache-2

Text Data & NLP

Libraries for processing, cleaning, manipulating, and analyzing text data as well as libraries for NLP tasks such as language detection, fuzzy matching, classification, seq2seq learning, conversational AI, keyword extraction, and translation.

GitHub (👨‍💻 540 · 🔀 3.2K · 📥 2.9K · 📦 21K · 📋 4.3K - 2% open · ⏱️ 21.01.2021):
```
git clone https://github.com/explosion/spaCy
```
PyPi (📥 820K / month · 📦 3.1K · ⏱️ 11.12.2020):
```
pip install spacy
```
Conda (📥 1.4M · ⏱️ 18.12.2020):
```
conda install -c conda-forge spacy
```

GitHub (👨‍💻 760 · 🔀 9.7K · 📥 1.2K · 📦 7.1K · 📋 5.7K - 8% open · ⏱️ 21.01.2021):
```
git clone https://github.com/huggingface/transformers
```
PyPi (📥 630K / month · 📦 130 · ⏱️ 21.01.2021):
```
pip install transformers
```

Conda (📥 16K · ⏱️ 21.01.2021):

conda install -c conda-forge transformers

GitHub (👨‍💻 390 · 🔀 2.4K · 📦 87K · 📋 1.5K - 16% open · ⏱️ 02.01.2021):
```
git clone https://github.com/nltk/nltk
```
PyPi (📥 4.5M / month · 📦 21K · ⏱️ 12.04.2020):
```
pip install nltk
```
Conda (📥 620K · ⏱️ 08.08.2019):
```
conda install -c conda-forge nltk
```

GitHub (👨‍💻 460 · 🔀 3.2K · 📋 4.9K - 11% open · ⏱️ 21.01.2021):
```
git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 68K / month · 📦 64 · ⏱️ 12.01.2021):
```
pip install rasa
```

GitHub (👨‍💻 290 · 🔀 2.8K · 📥 57 · 📦 270 · 📋 2.4K - 25% open · ⏱️ 21.01.2021):
```
git clone https://github.com/pytorch/fairseq
```
PyPi (📥 8.2K / month · 📦 20 · ⏱️ 05.01.2021):
```
pip install fairseq
```

GitHub (👨‍💻 100 · 🔀 3.7K · 📦 3.1K · 📋 1.4K - 15% open · ⏱️ 20.08.2020):
```
git clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 23K / month · 📦 680 · ⏱️ 22.08.2020):
```
pip install chatterbot
```

GitHub (👨‍💻 48 · 🔀 630 · 📥 9.7K · 📦 5.5K · 📋 410 - 5% open · ⏱️ 12.01.2021):
```
git clone https://github.com/google/sentencepiece
```
PyPi (📥 940K / month · 📦 240 · ⏱️ 10.01.2021):
```
pip install sentencepiece
```

Conda (📥 24K · ⏱️ 08.01.2021):

conda install -c conda-forge sentencepiece

GitHub (👨‍💻 58 · 🔀 4.3K · 📦 1.4K · 📋 1K - 42% open · ⏱️ 18.07.2020):
```
git clone https://github.com/facebookresearch/fastText
```
PyPi (📥 110K / month · 📦 190 · ⏱️ 28.04.2020):
```
pip install fasttext
```
Conda (📥 17K · ⏱️ 12.10.2020):
```
conda install -c conda-forge fasttext
```

GitHub (👨‍💻 160 · 🔀 1.4K · 📦 590 · 📋 1.4K - 7% open · ⏱️ 13.01.2021):
```
git clone https://github.com/flairNLP/flair
```
PyPi (📥 39K / month · 📦 48 · ⏱️ 01.12.2020):
```
pip install flair
```

GitHub (👨‍💻 100 · 🔀 600 · 📦 3.6K · 📋 580 - 45% open · ⏱️ 15.01.2021):
```
git clone https://github.com/pytorch/text
```
PyPi (📥 77K / month · 📦 680 · ⏱️ 10.12.2020):
```
pip install torchtext
```

GitHub (👨‍💻 230 · 🔀 2K · 📥 36 · 📦 1.4K · 📋 2.2K - 4% open · ⏱️ 20.01.2021):
```
git clone https://github.com/allenai/allennlp
```
PyPi (📥 14K / month · 📦 230 · ⏱️ 17.11.2020):
```
pip install allennlp
```

GitHub (👨‍💻 33 · 🔀 950 · 📥 88 · 📦 9.9K · 📋 220 - 31% open · ⏱️ 11.01.2021):
```
git clone https://github.com/sloria/TextBlob
```
PyPi (📥 240K / month · 📦 2.5K · ⏱️ 24.02.2019):
```
pip install textblob
```
Conda (📥 110K · ⏱️ 24.02.2019):
```
conda install -c conda-forge textblob
```

GitHub (👨‍💻 25 · 🔀 130 · 📦 43K · 📋 61 - 31% open · ⏱️ 21.01.2021):
```
git clone https://github.com/snowballstem/snowball
```
PyPi (📥 2.1M / month · 📦 13K · ⏱️ 03.10.2019):
```
pip install snowballstemmer
```

Conda (📥 2M · ⏱️ 03.10.2019):

conda install -c conda-forge snowballstemmer

GitHub (👨‍💻 160 · 🔀 1.8K · 📦 65 · 📋 1.2K - 7% open · ⏱️ 20.01.2021):
```
git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 4.2K / month · 📦 4 · ⏱️ 20.01.2021):
```
pip install OpenNMT-py
```

GitHub (👨‍💻 40 · 🔀 300 · 📦 24 · 📋 370 - 21% open · ⏱️ 12.01.2021):
```
git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 810K / month · ⏱️ 12.01.2021):
```
pip install tokenizers
```

Conda (📥 19K · ⏱️ 19.11.2020):

conda install -c conda-forge tokenizers

GitHub (👨‍💻 38 · 🔀 740 · 📦 560 · 📋 650 - 45% open · ⏱️ 21.01.2021):
```
git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 130K / month · ⏱️ 04.01.2021):
```
pip install sentence-transformers
```

GitHub (👨‍💻 55 · 🔀 400 · 📦 180 · 📋 620 - 8% open · ⏱️ 15.01.2021):
```
git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 47K / month · 📦 78 · ⏱️ 06.09.2020):
```
pip install dedupe
```

GitHub (👨‍💻 22 · 🔀 330 · 📋 110 - 2% open · ⏱️ 12.01.2021):
```
git clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 650K / month · 📦 2.3K · ⏱️ 12.01.2021):
```
pip install phonenumbers
```

Conda (📥 370K · ⏱️ 04.08.2019):

conda install -c conda-forge phonenumbers

GitHub (👨‍💻 25 · 🔀 57 · 📋 71 - 18% open · ⏱️ 15.11.2020):
```
git clone https://github.com/jaraco/inflect
```
PyPi (📥 840K / month · 📦 1.4K · ⏱️ 15.11.2020):
```
pip install inflect
```
Conda (📥 120K · ⏱️ 08.01.2021):
```
conda install -c conda-forge inflect
```

GitHub (👨‍💻 78 · 🔀 490 · 📦 380 · 📋 510 - 44% open · ⏱️ 19.01.2021):
```
git clone https://github.com/dmlc/gluon-nlp
```
PyPi (📥 31K / month · 📦 11 · ⏱️ 13.08.2020):
```
pip install gluonnlp
```

GitHub (👨‍💻 82 · 🔀 320 · 📦 45 · 📋 610 - 7% open · ⏱️ 21.01.2021):
```
git clone https://github.com/jina-ai/jina
```
PyPi (📥 1.9K / month · ⏱️ 20.01.2021):
```
pip install jina
```
Docker Hub (📥 79K · ⏱️ 21.01.2021):
```
docker pull jinaai/jina
```

GitHub (👨‍💻 29 · 🔀 210 · 📋 220 - 13% open · ⏱️ 09.01.2021):
```
git clone https://github.com/chartbeat-labs/textacy
```
PyPi (📥 18K / month · 📦 77 · ⏱️ 29.08.2020):
```
pip install textacy
```
Conda (📥 74K · ⏱️ 19.11.2020):
```
conda install -c conda-forge textacy
```

GitHub (👨‍💻 61 · 🔀 890 · 📦 170 · 📋 530 - 15% open · ⏱️ 24.12.2020):
```
git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 4.1K / month · 📦 4 · ⏱️ 24.12.2020):
```
pip install deeppavlov
```

GitHub (👨‍💻 17 · 🔀 100 · 📦 2.6K · 📋 110 - 14% open · ⏱️ 17.07.2020):
```
git clone https://github.com/LuminosoInsight/python-ftfy
```
PyPi (📥 250K / month · 📦 760 · ⏱️ 20.07.2020):
```
pip install ftfy
```
Conda (📥 94K · ⏱️ 20.01.2021):
```
conda install -c conda-forge ftfy
```

GitHub (👨‍💻 31 · 🔀 84 · 📦 430 · 📋 120 - 31% open · ⏱️ 19.01.2021):
```
git clone https://github.com/tensorflow/text
```
PyPi (📥 140K / month · 📦 4 · ⏱️ 13.01.2021):
```
pip install tensorflow-text
```

GitHub (👨‍💻 150 · 🔀 760 · 📥 210 · 📦 59 · 📋 190 - 60% open · ⏱️ 21.01.2021):
```
git clone https://github.com/facebookresearch/pytext
```
PyPi (📥 230 / month · 📦 1 · ⏱️ 27.04.2020):
```
pip install pytext-nlp
```

GitHub (👨‍💻 10 · 🔀 720 · 📦 2.2K · 📋 99 - 25% open · ⏱️ 22.05.2020):
```
git clone https://github.com/cjhutto/vaderSentiment
```
PyPi (📥 100K / month · 📦 290 · ⏱️ 22.05.2020):
```
pip install vadersentiment
```

GitHub (👨‍💻 7 · 🔀 160 · 📥 97 · 📦 300 · ⏱️ 13.04.2020):
```
git clone https://github.com/life4/textdistance
```
PyPi (📥 90K / month · 📦 28 · ⏱️ 13.04.2020):
```
pip install textdistance
```

Conda (📥 18K · ⏱️ 10.11.2020):

conda install -c conda-forge textdistance

GitHub (👨‍💻 74 · 🔀 390 · 📋 410 - 17% open · ⏱️ 21.01.2021):
```
git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 360K / month · ⏱️ 04.01.2021):
```
pip install spark-nlp
```

GitHub (👨‍💻 20 · 🔀 120 · 📦 2K · 📋 95 - 9% open · ⏱️ 30.12.2020):
```
git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 720K / month · 📦 650 · ⏱️ 21.05.2020):
```
pip install jellyfish
```
Conda (📥 110K · ⏱️ 08.01.2021):
```
conda install -c conda-forge jellyfish
```

GitHub (👨‍💻 31 · 🔀 230 · 📦 25 · 📋 420 - 13% open · ⏱️ 21.01.2021):
```
git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 1.7K / month · 📦 74 · ⏱️ 03.07.2017):
```
pip install haystack
```

GitHub (👨‍💻 140 · 🔀 1.4K · 📦 5 · 📋 940 - 11% open · ⏱️ 19.01.2021):
```
git clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 720 / month · ⏱️ 19.01.2021):
```
pip install parlai
```

GitHub (👨‍💻 28 · 🔀 630 · 📋 440 - 13% open · ⏱️ 12.01.2021):
```
git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 12K / month · 📦 2 · ⏱️ 13.08.2020):
```
pip install stanza
```
Conda (📥 3K · ⏱️ 13.08.2020):
```
conda install -c stanfordnlp stanza
```

GitHub (👨‍💻 19 · 🔀 650 · 📥 390 · 📦 590 · 📋 190 - 57% open · ⏱️ 14.07.2020):
```
git clone https://github.com/minimaxir/textgenrnn
```
PyPi (📥 1.9K / month · 📦 14 · ⏱️ 02.02.2020):
```
pip install textgenrnn
```

GitHub (👨‍💻 28 · 🔀 420 · 📦 21 · 📋 330 - 11% open · ⏱️ 20.01.2021):
```
git clone https://github.com/google-research/text-to-text-transfer-transformer
```
PyPi (📥 5.2K / month · ⏱️ 18.12.2020):
```
pip install t5
```

GitHub (👨‍💻 20 · 🔀 440 · 📦 640 · 📋 88 - 11% open · ⏱️ 21.11.2020):
```
git clone https://github.com/miso-belica/sumy
```
PyPi (📥 5.3K / month · 📦 190 · ⏱️ 19.05.2019):
```
pip install sumy
```

GitHub (👨‍💻 48 · 🔀 350 · 📥 54 · 📦 21 · 📋 140 - 11% open · ⏱️ 23.11.2020):
```
git clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 870 / month · 📦 1 · ⏱️ 04.02.2019):
```
pip install fastnlp
```

GitHub (👨‍💻 10 · 🔀 290 · 📦 120 · 📋 54 - 31% open · ⏱️ 21.09.2020):
```
git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 11K / month · 📦 6 · ⏱️ 15.09.2020):
```
pip install pytextrank
```

GitHub (👨‍💻 110 · 🔀 300 · 📥 22 · 📦 150 · 📋 480 - 25% open · ⏱️ 09.01.2021):
```
git clone https://github.com/cltk/cltk
```
PyPi (📥 1.1K / month · 📦 68 · ⏱️ 01.01.2021):
```
pip install cltk
```

GitHub (👨‍💻 20 · 🔀 86 · 📦 470 · 📋 96 - 32% open · ⏱️ 12.01.2021):
```
git clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 86K / month · 📦 64 · ⏱️ 14.01.2019):
```
pip install pyahocorasick
```

Conda (📥 110K · ⏱️ 13.10.2020):

conda install -c conda-forge pyahocorasick

GitHub (👨‍💻 38 · 🔀 340 · 📋 220 - 21% open · ⏱️ 19.01.2021):
```
git clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 3K / month · ⏱️ 02.12.2020):
```
pip install ciphey
```
Docker Hub (📥 7.4K · ⭐ 1 · ⏱️ 17.12.2020):
```
docker pull remnux/ciphey
```

GitHub (👨‍💻 8 · 🔀 520 · 📦 340 · 📋 97 - 49% open · ⏱️ 03.05.2020):
```
git clone https://github.com/vi3k6i5/flashtext
```
PyPi (📥 210K / month · 📦 32 · ⏱️ 16.02.2018):
```
pip install flashtext
```

GitHub (👨‍💻 20 · 🔀 380 · 📥 160 · 📦 280 · 📋 260 - 16% open · ⏱️ 29.12.2020):
```
git clone https://github.com/huggingface/neuralcoref
```
PyPi (📥 2.6K / month · 📦 18 · ⏱️ 08.04.2019):
```
pip install neuralcoref
```

Conda (📥 5.7K · ⏱️ 21.02.2020):

conda install -c conda-forge neuralcoref

GitHub (👨‍💻 14 · 🔀 200 · 📥 12K · 📦 48 · 📋 93 - 16% open · ⏱️ 29.05.2020):
```
git clone https://github.com/explosion/sense2vec
```
PyPi (📥 2.4K / month · 📦 6 · ⏱️ 22.11.2019):
```
pip install sense2vec
```
Conda (📥 14K · ⏱️ 16.03.2020):
```
conda install -c conda-forge sense2vec
```

GitHub (👨‍💻 15 · 🔀 99 · 📦 72 · 📋 180 - 26% open · ⏱️ 19.01.2021):
```
git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 8.7K / month · 📦 6 · ⏱️ 19.01.2021):
```
pip install spacy-transformers
```

GitHub (👨‍💻 15 · 🔀 120 · 📦 200 · 📋 150 - 11% open · ⏱️ 12.01.2021):
```
git clone https://github.com/allenai/scispacy
```
PyPi (📥 7.1K / month · 📦 12 · ⏱️ 16.10.2020):
```
pip install scispacy
```

GitHub (👨‍💻 6 · 🔀 25 · 📦 99 · 📋 47 - 8% open · ⏱️ 01.12.2020):
```
git clone https://github.com/nipunsadvilkar/pySBD
```
PyPi (📥 8.7K / month · 📦 2 · ⏱️ 08.10.2020):
```
pip install pysbd
```

GitHub (👨‍💻 21 · 🔀 460 · 📋 250 - 20% open · ⏱️ 08.02.2020):
```
git clone https://github.com/snipsco/snips-nlu
```
PyPi (📥 1K / month · 📦 8 · ⏱️ 15.01.2020):
```
pip install snips-nlu
```

GitHub (👨‍💻 17 · 🔀 220 · 📦 170 · 📋 63 - 22% open · ⏱️ 11.10.2020):
```
git clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (📥 2.6K / month · 📦 18 · ⏱️ 04.11.2019):
```
pip install pytorch-nlp
```

GitHub (👨‍💻 10 · 🔀 200 · 📦 140 · 📋 70 - 24% open · ⏱️ 18.01.2021):
```
git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 2.1K / month · 📦 8 · ⏱️ 18.01.2021):
```
pip install scattertext
```

Conda (📥 43K · ⏱️ 18.01.2021):

conda install -c conda-forge scattertext

GitHub (👨‍💻 34 · 🔀 300 · 📋 230 - 60% open · ⏱️ 17.12.2020):
```
git clone https://github.com/kaushaltrivedi/fast-bert
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 09.12.2020):
```
pip install fast-bert
```

GitHub (👨‍💻 7 · 🔀 1.3K · 📦 10 · 📋 62 - 75% open · ⏱️ 20.04.2020):
```
git clone https://github.com/anhaidgroup/deepmatcher
```
PyPi (📥 240 / month · ⏱️ 30.12.2019):
```
pip install deepmatcher
```

GitHub (👨‍💻 36 · 🔀 390 · 📦 7 · 📋 120 - 13% open · ⏱️ 14.01.2021):
```
git clone https://github.com/IntelLabs/nlp-architect
```
PyPi (📥 160 / month · ⏱️ 12.04.2020):
```
pip install nlp-architect
```

GitHub (👨‍💻 41 · 🔀 330 · 📦 12 · 📋 160 - 20% open · ⏱️ 29.07.2020):
```
git clone https://github.com/asyml/texar
```
PyPi (📥 110 / month · 📦 2 · ⏱️ 19.11.2019):
```
pip install texar
```

GitHub (👨‍💻 29 · 🔀 150 · 📋 320 - 9% open · ⏱️ 20.01.2021):
```
git clone https://github.com/deepset-ai/FARM
```
PyPi (📥 3K / month · 📦 2 · ⏱️ 20.01.2021):
```
pip install farm
```

GitHub (👨‍💻 16 · 🔀 490 · 📥 190 · 📋 220 - 58% open · ⏱️ 24.04.2020):
```
git clone https://github.com/minimaxir/gpt-2-simple
```
PyPi (📥 5K / month · 📦 3 · ⏱️ 28.12.2019):
```
pip install gpt-2-simple
```

GitHub (👨‍💻 69 · 🔀 360 · 📥 570 · 📋 410 - 39% open · ⏱️ 20.01.2021):
```
git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 1.5K / month · 📦 4 · ⏱️ 11.12.2020):
```
pip install nemo-toolkit
```

GitHub (👨‍💻 18 · 🔀 180 · 📥 61 · 📋 120 - 60% open · ⏱️ 03.11.2020):
```
git clone https://github.com/jbesomi/texthero
```
PyPi (📥 2.2K / month · ⏱️ 06.07.2020):
```
pip install texthero
```

GitHub (👨‍💻 41 · 🔀 270 · 📋 76 - 11% open · ⏱️ 17.12.2020):
```
git clone https://github.com/Delta-ML/delta
```
PyPi (📥 6 / month · ⏱️ 27.03.2020):
```
pip install delta-nlp
```
Docker Hub (📥 12K · ⏱️ 20.01.2021):
```
docker pull zh794390558/delta
```

GitHub (👨‍💻 52 · 🔀 290 · 📋 240 - 8% open · ⏱️ 08.01.2021):
```
git clone https://github.com/awslabs/sockeye
```
PyPi (📥 560 / month · 📦 2 · ⏱️ 08.01.2021):
```
pip install sockeye
```

GitHub (👨‍💻 19 · 🔀 380 · 📦 19 · 📋 330 - 9% open · ⏱️ 29.10.2020):
```
git clone https://github.com/BrikerMan/Kashgari
```
PyPi (📥 120 / month · 📦 1 · ⏱️ 26.06.2019):
```
pip install kashgari-tf
```

GitHub (👨‍💻 6 · 🔀 42 · 📦 95 · 📋 41 - 51% open · ⏱️ 13.02.2020):
```
git clone https://github.com/vkcom/youtokentome
```
PyPi (📥 5.2K / month · 📦 6 · ⏱️ 12.02.2020):
```
pip install youtokentome
```

GitHub (👨‍💻 18 · 🔀 67 · 📦 9 · 📋 130 - 13% open · ⏱️ 06.01.2021):
```
git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 99 / month · 📦 2 · ⏱️ 10.01.2020):
```
pip install finetune
```

GitHub (👨‍💻 27 · 🔀 18 · 📦 7 · 📋 44 - 45% open · ⏱️ 12.10.2020):
```
git clone https://github.com/textpipe/textpipe
```
PyPi (📥 570 / month · 📦 1 · ⏱️ 12.10.2020):
```
pip install textpipe
```

GitHub (👨‍💻 6 · 🔀 22 · 📦 8 · 📋 10 - 20% open · ⏱️ 19.01.2021):
```
git clone https://github.com/shaypal5/skift
```
PyPi (📥 1.1K / month · ⏱️ 27.08.2020):
```
pip install skift
```

GitHub (👨‍💻 7 · 🔀 15 · 📋 29 - 44% open · ⏱️ 21.01.2021):
```
git clone https://github.com/PKSHATechnology-Research/camphr
```
PyPi (📥 370 / month · ⏱️ 25.12.2020):
```
pip install camphr
```

GitHub (👨‍💻 3 · 🔀 39 · 📦 1 · 📋 15 - 46% open · ⏱️ 13.12.2020):
```
git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 51 / month · ⏱️ 07.08.2020):
```
pip install vizseq
```

GitHub (👨‍💻 84 · 🔀 160 · 📋 93 - 70% open · ⏱️ 29.12.2020):
```
git clone https://github.com/pytorch/translate
```
PyPi (📥 3 / month · ⏱️ 01.05.2018):
```
pip install pytorch-translate
```

GitHub (👨‍💻 2 · 🔀 37 · 📦 3 · 📋 14 - 7% open · ⏱️ 14.02.2020):
```
git clone https://github.com/as-ideas/headliner
```
PyPi (📥 110 / month · 📦 1 · ⏱️ 24.01.2020):
```
pip install headliner
```

GitHub (👨‍💻 3 · 🔀 23 · 📦 2 · 📋 26 - 69% open · ⏱️ 16.12.2020):
```
git clone https://github.com/victordibia/neuralqa
```
PyPi (📥 38 / month · ⏱️ 29.07.2020):
```
pip install neuralqa
```

GitHub (👨‍💻 9 · 🔀 830 · 📋 300 - 5% open · ⏱️ 24.11.2020):
```
git clone https://github.com/thunlp/OpenNRE
```

GitHub (👨‍💻 7 · 🔀 18 · 📋 23 - 17% open · ⏱️ 28.05.2020):
```
git clone https://github.com/feedly/transfer-nlp
```
PyPi (📥 42 / month · ⏱️ 28.05.2020):
```
pip install transfer-nlp
```

GitHub (👨‍💻 5 · 🔀 21 · 📦 2 · 📋 8 - 25% open · ⏱️ 03.12.2020):
```
git clone https://github.com/textvec/textvec
```
PyPi (📥 72 / month · ⏱️ 03.12.2020):
```
pip install textvec
```

gensim (🥇35 · ⭐ 12K) - Topic Modelling for Humans. ❗️LGPL-2.1
fuzzywuzzy (🥈29 · ⭐ 7.8K · 💤) - Fuzzy String Matching in Python. ❗️GPL-2.0
langid (🥈26 · ⭐ 1.7K · 💀) - Stand-alone language identification system. BSD-3
polyglot (🥉24 · ⭐ 1.8K) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
anaGo (🥉22 · ⭐ 1.4K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
MatchZoo (🥉21 · ⭐ 3.3K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
stop-words (🥉20 · ⭐ 120 · 💀) - Get list of common stop words in various languages in Python. BSD-3
pyfasttext (🥉19 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
NeuroNER (🥉18 · ⭐ 1.5K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
ONNX-T5 (🥉11 · ⭐ 130 · 🐣) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2

Image Data

Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.

GitHub (👨‍💻 340 · 🔀 1.6K · 📦 390K · 📋 2.1K - 11% open · ⏱️ 21.01.2021):
```
git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 13M / month · 📦 110K · ⏱️ 02.01.2021):
```
pip install Pillow
```
Conda (📥 6.8M · ⏱️ 11.01.2021):
```
conda install -c conda-forge pillow
```

GitHub (👨‍💻 350 · 🔀 4.3K · 📦 40K · 📋 1.5K - 29% open · ⏱️ 21.01.2021):
```
git clone https://github.com/pytorch/vision
```
PyPi (📥 640K / month · 📦 4.6K · ⏱️ 10.12.2020):
```
pip install torchvision
```

Conda (📥 34K · ⏱️ 14.10.2018):

conda install -c conda-forge torchvision

GitHub (👨‍💻 480 · 🔀 1.7K · 📦 59K · 📋 2.1K - 30% open · ⏱️ 21.01.2021):
```
git clone https://github.com/scikit-image/scikit-image
```
PyPi (📥 1.7M / month · 📦 15K · ⏱️ 23.12.2020):
```
pip install scikit-image
```

Conda (📥 2.1M · ⏱️ 23.12.2020):

conda install -c conda-forge scikit-image

GitHub (👨‍💻 36 · 🔀 2K · 📦 5.1K · 📋 420 - 51% open · ⏱️ 01.06.2020):
```
git clone https://github.com/aleju/imgaug
```
PyPi (📥 120K / month · 📦 280 · ⏱️ 05.02.2020):
```
pip install imgaug
```
Conda (📥 31K · ⏱️ 14.02.2020):
```
conda install -c conda-forge imgaug
```

GitHub (👨‍💻 71 · 🔀 170 · 📦 35K · 📋 340 - 19% open · ⏱️ 08.01.2021):
```
git clone https://github.com/imageio/imageio
```
PyPi (📥 1.7M / month · 📦 3.8K · ⏱️ 06.07.2020):
```
pip install imageio
```
Conda (📥 1.6M · ⏱️ 06.07.2020):
```
conda install -c conda-forge imageio
```

GitHub (👨‍💻 27 · 🔀 310 · 📋 390 - 4% open · ⏱️ 28.12.2020):
```
git clone https://github.com/skvark/opencv-python
```
PyPi (📥 2.1M / month · 📦 13K · ⏱️ 02.01.2021):
```
pip install opencv-python
```

GitHub (👨‍💻 94 · 🔀 180 · 📥 5.2K · 📦 3.1K · 📋 330 - 3% open · ⏱️ 20.01.2021):
```
git clone https://github.com/emcconville/wand
```
PyPi (📥 110K / month · 📦 1.2K · ⏱️ 29.11.2020):
```
pip install wand
```

GitHub (👨‍💻 45 · 🔀 11K · 📥 440 · 📋 1.1K - 51% open · ⏱️ 26.09.2020):
```
git clone https://github.com/ageitgey/face_recognition
```
PyPi (📥 27K / month · 📦 410 · ⏱️ 21.08.2018):
```
pip install face_recognition
```

GitHub (👨‍💻 140 · 🔀 1K · 📦 5.7K · 📋 1K - 33% open · ⏱️ 20.01.2021):
```
git clone https://github.com/Zulko/moviepy
```
PyPi (📥 110K / month · 📦 1.1K · ⏱️ 05.10.2020):
```
pip install moviepy
```
Conda (📥 72K · ⏱️ 23.02.2020):
```
conda install -c conda-forge moviepy
```

GitHub (👨‍💻 72 · 🔀 920 · 📦 2.6K · 📋 400 - 42% open · ⏱️ 15.01.2021):
```
git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 56K / month · 📦 130 · ⏱️ 29.11.2020):
```
pip install albumentations
```

Conda (📥 14K · ⏱️ 29.11.2020):

conda install -c conda-forge albumentations

GitHub (👨‍💻 110 · 🔀 1K · 📦 400 · 📋 740 - 49% open · ⏱️ 20.01.2021):
```
git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 66K / month · 📦 30 · ⏱️ 20.01.2021):
```
pip install gluoncv
```

GitHub (👨‍💻 83 · 🔀 350 · 📦 240 · 📋 350 - 29% open · ⏱️ 21.01.2021):
```
git clone https://github.com/kornia/kornia
```
PyPi (📥 13K / month · ⏱️ 20.10.2020):
```
pip install kornia
```

GitHub (👨‍💻 20 · 🔀 870 · 📦 12K · 📋 200 - 62% open · ⏱️ 15.01.2021):
```
git clone https://github.com/jrosebr1/imutils
```
PyPi (📥 150K / month · 📦 1.2K · ⏱️ 15.01.2021):
```
pip install imutils
```
Conda (📥 35K · ⏱️ 15.01.2021):
```
conda install -c conda-forge imutils
```

GitHub (👨‍💻 17 · 🔀 250 · 📦 1.9K · 📋 87 - 19% open · ⏱️ 03.01.2021):
```
git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 310K / month · 📦 530 · ⏱️ 19.11.2020):
```
pip install ImageHash
```
Conda (📥 98K · ⏱️ 19.11.2020):
```
conda install -c conda-forge imagehash
```

GitHub (👨‍💻 26 · 🔀 940 · 📥 190K · 📦 260 · 📋 230 - 9% open · ⏱️ 06.01.2021):
```
git clone https://github.com/rwightman/pytorch-image-models
```

GitHub (👨‍💻 13 · 🔀 1.6K · 📥 530K · 📦 660 · 📋 590 - 31% open · ⏱️ 05.01.2021):
```
git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 5.2K / month · 📦 12 · ⏱️ 05.01.2021):
```
pip install imageai
```

GitHub (👨‍💻 140 · 🔀 3.7K · 📦 150 · 📋 2.2K - 4% open · ⏱️ 21.01.2021):
```
git clone https://github.com/facebookresearch/detectron2
```

Conda (📥 12K · ⏱️ 05.08.2020):

conda install -c conda-forge detectron2

GitHub (👨‍💻 15 · 🔀 2.9K · 📦 51 · 📋 1.3K - 52% open · ⏱️ 20.01.2021):
```
git clone https://github.com/deepinsight/insightface
```
PyPi (📥 3K / month · 📦 1 · ⏱️ 07.09.2019):
```
pip install insightface
```

GitHub (👨‍💻 180 · 🔀 4.6K · 📦 18 · 📋 3.3K - 10% open · ⏱️ 21.01.2021):
```
git clone https://github.com/open-mmlab/mmdetection
```

GitHub (👨‍💻 22 · 🔀 780 · 📦 280 · 📋 180 - 63% open · ⏱️ 09.03.2020):
```
git clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 2.9K / month · 📦 42 · ⏱️ 17.01.2020):
```
pip install Augmentor
```

GitHub (👨‍💻 50 · 🔀 470 · 📦 44 · 📋 470 - 11% open · ⏱️ 21.01.2021):
```
git clone https://github.com/facebookresearch/pytorch3d
```
PyPi (📥 4.1K / month · ⏱️ 12.11.2020):
```
pip install pytorch3d
```
Conda (📥 5.8K · ⏱️ 12.11.2020):
```
conda install -c pytorch3d pytorch3d
```

GitHub (👨‍💻 11 · 🔀 380 · 📥 53K · 📦 260 · 📋 110 - 23% open · ⏱️ 19.11.2020):
```
git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 3.7K / month · 📦 3 · ⏱️ 19.11.2020):
```
pip install facenet-pytorch
```

GitHub (👨‍💻 39 · 🔀 320 · 📦 220 · 📋 220 - 24% open · ⏱️ 07.01.2020):
```
git clone https://github.com/chainer/chainercv
```
PyPi (📥 3.3K / month · 📦 24 · ⏱️ 31.05.2019):
```
pip install chainercv
```

GitHub (👨‍💻 14 · 🔀 370 · 📦 830 · 📋 89 - 59% open · ⏱️ 13.01.2021):
```
git clone https://github.com/ipazc/mtcnn
```
PyPi (📥 12K / month · 📦 42 · ⏱️ 14.11.2019):
```
pip install mtcnn
```

GitHub (👨‍💻 30 · 🔀 120 · 📦 550 · 📋 70 - 18% open · ⏱️ 13.01.2021):
```
git clone https://github.com/luispedro/mahotas
```
PyPi (📥 8.3K / month · 📦 190 · ⏱️ 16.08.2020):
```
pip install mahotas
```
Conda (📥 250K · ⏱️ 01.11.2020):
```
conda install -c conda-forge mahotas
```

GitHub (👨‍💻 21 · 🔀 1K · 📋 220 - 13% open · ⏱️ 30.12.2020):
```
git clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 4.2K / month · 📦 6 · ⏱️ 22.12.2020):
```
pip install face-alignment
```

GitHub (👨‍💻 14 · 🔀 670 · 📋 380 - 37% open · ⏱️ 17.04.2020):
```
git clone https://github.com/qubvel/segmentation_models
```
PyPi (📥 12K / month · 📦 12 · ⏱️ 10.01.2020):
```
pip install segmentation_models
```

GitHub (👨‍💻 5 · 🔀 110 · 📥 300 · 📦 77 · 📋 130 - 3% open · ⏱️ 01.01.2021):
```
git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 01.01.2021):
```
pip install vidgear
```

GitHub (👨‍💻 9 · 🔀 280 · 📦 8 · 📋 70 - 24% open · ⏱️ 23.11.2020):
```
git clone https://github.com/idealo/imagededup
```
PyPi (📥 1.5K / month · 📦 1 · ⏱️ 22.11.2020):
```
pip install imagededup
```

GitHub (👨‍💻 120 · 🔀 270 · 📥 550 · 📦 3 · 📋 2.9K - 5% open · ⏱️ 19.01.2021):
```
git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 99 / month · ⏱️ 04.09.2017):
```
pip install cellprofiler
```

GitHub (👨‍💻 3 · 🔀 39 · 📥 14 · 📋 10 - 30% open · ⏱️ 20.01.2021):
```
git clone https://github.com/jasmcaus/caer
```
PyPi (📥 620K / month · ⏱️ 15.01.2021):
```
pip install caer
```

GitHub (👨‍💻 10 · 🔀 25 · 📦 140 · 📋 200 - 34% open · ⏱️ 27.12.2020):
```
git clone https://github.com/libvips/pyvips
```
PyPi (📥 3K / month · 📦 22 · ⏱️ 18.12.2020):
```
pip install pyvips
```
Conda (📥 6K · ⏱️ 14.10.2020):
```
conda install -c conda-forge pyvips
```

GitHub (👨‍💻 9 · 🔀 470 · 📦 38 · 📋 150 - 33% open · ⏱️ 11.11.2020):
```
git clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 2.4K / month · 📦 4 · ⏱️ 08.01.2020):
```
pip install ISR
```

Docker Hub (📥 120 · ⏱️ 01.04.2019):

docker pull idealo/image-super-resolution-gpu

GitHub (👨‍💻 30 · 🔀 270 · 📋 170 - 51% open · ⏱️ 20.01.2021):
```
git clone https://github.com/tensorflow/graphics
```
PyPi (📥 910 / month · 📦 3 · ⏱️ 20.05.2020):
```
pip install tensorflow-graphics
```

GitHub (👨‍💻 15 · 🔀 400 · 📥 11K · 📦 27 · 📋 180 - 28% open · ⏱️ 07.01.2020):
```
git clone https://github.com/tryolabs/luminoth
```
PyPi (📥 490 / month · ⏱️ 09.11.2018):
```
pip install luminoth
```

GitHub (👨‍💻 50 · 🔀 590 · 📦 6 · 📋 410 - 21% open · ⏱️ 21.01.2021):
```
git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 140 / month · ⏱️ 11.06.2020):
```
pip install mmf
```

GitHub (👨‍💻 17 · 🔀 350 · 📋 94 - 50% open · ⏱️ 04.01.2021):
```
git clone https://github.com/EdjoLabs/image-match
```
PyPi (📥 280 / month · 📦 3 · ⏱️ 13.02.2017):
```
pip install image_match
```

GitHub (👨‍💻 54 · 🔀 190 · 📋 89 - 51% open · ⏱️ 20.01.2021):
```
git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 130 / month · ⏱️ 20.11.2020):
```
pip install classy_vision
```

Conda (📥 5.6K · ⏱️ 11.12.2020):

conda install -c conda-forge classy_vision

GitHub (👨‍💻 20 · 🔀 150 · 📦 2 · 📋 200 - 21% open · ⏱️ 19.01.2021):
```
git clone https://github.com/nicolas-chaulet/torch-points3d
```
PyPi (📥 250 / month · ⏱️ 18.12.2020):
```
pip install torch-points3d
```

GitHub (👨‍💻 12 · 🔀 130 · 📦 56 · 📋 8 - 75% open · ⏱️ 23.11.2020):
```
git clone https://github.com/hhatto/nude.py
```
PyPi (📥 810 / month · 📦 9 · ⏱️ 23.11.2020):
```
pip install nudepy
```

GitHub (👨‍💻 4 · 🔀 200 · 📦 4 · 📋 60 - 36% open · ⏱️ 12.01.2021):
```
git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 1.2K / month · ⏱️ 11.01.2021):
```
pip install vit-pytorch
```

GitHub (👨‍💻 7 · 🔀 46 · 📋 18 - 27% open · ⏱️ 22.12.2020):
```
git clone https://github.com/tryolabs/norfair
```
PyPi (📥 250 / month · ⏱️ 07.12.2020):
```
pip install norfair
```

GitHub (👨‍💻 43 · 🔀 610 · 📋 1.1K - 25% open · ⏱️ 20.01.2021):
```
git clone https://github.com/PaddlePaddle/PaddleDetection
```

GitHub (👨‍💻 5 · 🔀 21 · 📦 1 · 📋 42 - 54% open · ⏱️ 19.01.2021):
```
git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 160 / month · ⏱️ 11.01.2021):
```
pip install lightly
```

GitHub (👨‍💻 19 · 🔀 870 · 📋 260 - 21% open · ⏱️ 15.11.2020):
```
git clone https://github.com/facebookresearch/detr
```

GitHub (👨‍💻 19 · 🔀 620 · 📦 2 · 📋 340 - 46% open · ⏱️ 07.01.2021):
```
git clone https://github.com/facebookresearch/SlowFast
```

GitHub (👨‍💻 9 · 🔀 150 · 📦 2 · 📋 54 - 18% open · ⏱️ 14.01.2021):
```
git clone https://github.com/facebookresearch/pycls
```

glfw (🥈29 · ⭐ 7.2K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
Pillow-SIMD (🥉23 · ⭐ 1.5K · 💤) - The friendly PIL fork. ❗️PIL

Graph Data

Libraries for graph processing, clustering, embedding, and machine learning tasks.

GitHub (👨‍💻 490 · 🔀 2.2K · 📥 51 · 📦 65K · 📋 2.6K - 10% open · ⏱️ 20.01.2021):
```
git clone https://github.com/networkx/networkx
```
PyPi (📥 4.9M / month · 📦 21K · ⏱️ 22.08.2020):
```
pip install networkx
```
Conda (📥 2.9M · ⏱️ 23.08.2020):
```
conda install -c conda-forge networkx
```

GitHub (👨‍💻 140 · 🔀 1.7K · 📋 1.8K - 37% open · ⏱️ 20.01.2021):
```
git clone https://github.com/rusty1s/pytorch_geometric
```
PyPi (📥 12K / month · 📦 24 · ⏱️ 27.11.2020):
```
pip install torch-geometric
```

GitHub (👨‍💻 100 · 🔀 1.3K · 📋 900 - 23% open · ⏱️ 21.01.2021):
```
git clone https://github.com/dmlc/dgl
```
PyPi (📥 12K / month · 📦 30 · ⏱️ 20.01.2021):
```
pip install dgl
```

GitHub (👨‍💻 29 · 🔀 250 · 📦 43 · 📋 910 - 23% open · ⏱️ 21.01.2021):
```
git clone https://github.com/stellargraph/stellargraph
```
PyPi (📥 5.5K / month · 📦 2 · ⏱️ 25.06.2020):
```
pip install stellargraph
```

GitHub (👨‍💻 16 · 🔀 190 · 📦 26 · 📋 120 - 18% open · ⏱️ 21.01.2021):
```
git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 1.6K / month · ⏱️ 07.01.2021):
```
pip install spektral
```

GitHub (👨‍💻 12 · 🔀 98 · 📦 43 · 📋 88 - 1% open · ⏱️ 11.01.2021):
```
git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 1.7K / month · ⏱️ 29.12.2020):
```
pip install ogb
```

GitHub (👨‍💻 7 · 🔀 160 · 📦 110 · ⏱️ 09.01.2021):
```
git clone https://github.com/eliorc/node2vec
```
PyPi (📥 4.3K / month · 📦 10 · ⏱️ 09.01.2021):
```
pip install node2vec
```
Conda (📥 15K · ⏱️ 25.04.2020):
```
conda install -c conda-forge node2vec
```

GitHub (👨‍💻 17 · 🔀 67 · 📋 72 - 48% open · ⏱️ 03.01.2021):
```
git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 2.6K / month · 📦 32 · ⏱️ 31.10.2020):
```
pip install torch-cluster
```

GitHub (👨‍💻 14 · 🔀 150 · 📦 9 · 📋 170 - 10% open · ⏱️ 25.08.2020):
```
git clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 500 / month · ⏱️ 25.08.2020):
```
pip install ampligraph
```

GitHub (👨‍💻 10 · 🔀 720 · 📋 110 - 8% open · ⏱️ 04.12.2020):
```
git clone https://github.com/deepmind/graph_nets
```
PyPi (📥 670 / month · 📦 7 · ⏱️ 29.01.2020):
```
pip install graph-nets
```

GitHub (👨‍💻 19 · 🔀 360 · 📥 100 · 📋 130 - 23% open · ⏱️ 19.01.2021):
```
git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 250 / month · 📦 4 · ⏱️ 01.05.2019):
```
pip install torchbiggraph
```

GitHub (👨‍💻 17 · 🔀 120 · 📦 9 · 📋 43 - 34% open · ⏱️ 14.12.2020):
```
git clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 410 / month · 📦 2 · ⏱️ 20.11.2020):
```
pip install pgl
```

GitHub (👨‍💻 17 · 🔀 44 · 📥 73 · 📋 110 - 44% open · ⏱️ 21.01.2021):
```
git clone https://github.com/pykeen/pykeen
```
PyPi (📥 180 / month · 📦 1 · ⏱️ 20.01.2021):
```
pip install pykeen
```

GitHub (👨‍💻 2 · 🔀 33 · 📦 1 · 📋 12 - 58% open · ⏱️ 01.10.2020):
```
git clone https://github.com/deepgraph/deepgraph
```
PyPi (📥 230 / month · ⏱️ 01.10.2020):
```
pip install deepgraph
```
Conda (📥 77K · ⏱️ 15.01.2021):
```
conda install -c conda-forge deepgraph
```

GitHub (👨‍💻 7 · 🔀 70 · 📥 210 · 📋 59 - 16% open · ⏱️ 15.01.2021):
```
git clone https://github.com/graknlabs/kglib
```
PyPi (📥 48 / month · ⏱️ 19.08.2020):
```
pip install grakn-kglib
```

GitHub (👨‍💻 3 · 🔀 31 · 📋 16 - 6% open · ⏱️ 14.01.2021):

git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal

PyPi (📥 110 / month · ⏱️ 14.01.2021):
```
pip install torch-geometric-temporal
```

GitHub (👨‍💻 5 · 🔀 500 · 📋 300 - 67% open · ⏱️ 29.07.2020):
```
git clone https://github.com/alibaba/euler
```
PyPi (📥 4 / month · ⏱️ 10.04.2019):
```
pip install euler-gl
```

GitHub (👨‍💻 6 · 🔀 540 · 📦 7 · 📋 40 - 67% open · ⏱️ 18.10.2020):
```
git clone https://github.com/shenweichen/GraphEmbedding
```

GitHub (👨‍💻 4 · 🔀 49 · 📋 5 - 60% open · ⏱️ 29.12.2020):
```
git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 150 / month · ⏱️ 23.12.2020):
```
pip install auto-graph-learning
```

GitHub (👨‍💻 10 · 🔀 740 · 📋 270 - 18% open · ⏱️ 08.04.2020):
```
git clone https://github.com/thunlp/OpenKE
```

GitHub (👨‍💻 1 · 🔀 120 · 📋 78 - 32% open · ⏱️ 14.01.2021):
```
git clone https://github.com/DeepGraphLearning/graphvite
```
Conda (📥 3.4K · ⏱️ 19.03.2020):
```
conda install -c milagraph graphvite
```

igraph (🥇27 · ⭐ 760) - Python interface for igraph. ❗️GPL-2.0
pygal (🥈26 · ⭐ 2.3K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (🥈21 · ⭐ 1.1K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
DeepWalk (🥉19 · ⭐ 2.2K · 💤) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
Sematch (🥉17 · ⭐ 340 · 💀) - semantic similarity framework for knowledge graph. Apache-2
pyRDF2Vec (🥉15 · ⭐ 79 · ➕) - Python Implementation and Extension of RDF2Vec. MIT
GraphSAGE (🥉14 · ⭐ 2.1K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenNE (🥉14 · ⭐ 1.4K · 💀) - An Open-Source Package for Network Embedding (NE). MIT

Audio Data

Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.

GitHub (👨‍💻 150 · 🔀 3K · 📥 410K · 📦 380 · 📋 1.9K - 4% open · ⏱️ 20.01.2021):
```
git clone https://github.com/mozilla/DeepSpeech
```
PyPi (📥 11K / month · 📦 29 · ⏱️ 19.12.2020):
```
pip install deepspeech
```

GitHub (👨‍💻 140 · 🔀 3.3K · 📦 260 · 📋 830 - 35% open · ⏱️ 19.01.2021):
```
git clone https://github.com/magenta/magenta
```
PyPi (📥 4.6K / month · 📦 35 · ⏱️ 12.11.2020):
```
pip install magenta
```

GitHub (👨‍💻 80 · 🔀 690 · 📦 5.7K · 📋 410 - 43% open · ⏱️ 18.01.2021):
```
git clone https://github.com/jiaaro/pydub
```
PyPi (📥 110K / month · 📦 1.4K · ⏱️ 03.06.2020):
```
pip install pydub
```
Conda (📥 12K · ⏱️ 02.02.2019):
```
conda install -c conda-forge pydub
```

GitHub (👨‍💻 86 · 🔀 260 · 📦 1.2K · 📋 400 - 38% open · ⏱️ 21.01.2021):
```
git clone https://github.com/pytorch/audio
```
PyPi (📥 66K / month · 📦 9 · ⏱️ 27.10.2020):
```
pip install torchaudio
```

GitHub (👨‍💻 20 · 🔀 83 · 📦 4K · 📋 75 - 41% open · ⏱️ 20.10.2020):
```
git clone https://github.com/beetbox/audioread
```
PyPi (📥 250K / month · 📦 590 · ⏱️ 20.10.2020):
```
pip install audioread
```
Conda (📥 190K · ⏱️ 08.12.2020):
```
conda install -c conda-forge audioread
```

GitHub (👨‍💻 80 · 🔀 680 · 📦 9K · 📋 830 - 6% open · ⏱️ 11.09.2020):
```
git clone https://github.com/librosa/librosa
```
PyPi (📥 270K / month · 📦 1.8K · ⏱️ 22.07.2020):
```
pip install librosa
```
Conda (📥 240K · ⏱️ 22.07.2020):
```
conda install -c conda-forge librosa
```

GitHub (👨‍💻 17 · 🔀 1.6K · 📥 900K · 📋 500 - 18% open · ⏱️ 15.01.2021):
```
git clone https://github.com/deezer/spleeter
```
PyPi (📥 5.7K / month · ⏱️ 08.01.2021):
```
pip install spleeter
```
Conda (📥 41K · ⏱️ 30.06.2020):
```
conda install -c conda-forge spleeter
```

GitHub (👨‍💻 23 · 🔀 960 · 📦 180 · 📋 270 - 61% open · ⏱️ 04.01.2021):
```
git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 5.4K / month · 📦 11 · ⏱️ 29.09.2020):
```
pip install pyAudioAnalysis
```

GitHub (👨‍💻 19 · 🔀 41 · 📥 2K · 📦 5.3K · 📋 140 - 39% open · ⏱️ 01.12.2020):
```
git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 330K / month · 📦 740 · ⏱️ 19.04.2018):
```
pip install soundfile
```

GitHub (👨‍💻 140 · 🔀 1K · 📥 59 · 📦 4 · 📋 1.2K - 10% open · ⏱️ 19.01.2021):
```
git clone https://github.com/espnet/espnet
```
PyPi (📥 1.1K / month · ⏱️ 15.01.2021):
```
pip install espnet
```

GitHub (👨‍💻 18 · 🔀 540 · 📋 72 - 31% open · ⏱️ 31.12.2020):
```
git clone https://github.com/jameslyons/python_speech_features
```
PyPi (📥 50K / month · 📦 300 · ⏱️ 16.08.2017):
```
pip install python_speech_features
```

GitHub (👨‍💻 18 · 🔀 78 · 📦 300 · 📋 74 - 18% open · ⏱️ 11.11.2020):
```
git clone https://github.com/devsnd/tinytag
```
PyPi (📥 2.6K / month · 📦 96 · ⏱️ 05.11.2020):
```
pip install tinytag
```

GitHub (👨‍💻 24 · 🔀 160 · 📦 5 · 📋 100 - 12% open · ⏱️ 20.01.2021):
```
git clone https://github.com/magenta/ddsp
```
PyPi (📥 940 / month · ⏱️ 14.01.2021):
```
pip install ddsp
```

GitHub (👨‍💻 13 · 🔀 130 · 📥 7 · 📦 450 · 📋 85 - 5% open · ⏱️ 16.11.2020):
```
git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 840 / month · 📦 11 · ⏱️ 29.09.2020):
```
pip install kapre
```

GitHub (👨‍💻 25 · 🔀 330 · 📦 4 · 📋 280 - 2% open · ⏱️ 19.01.2021):
```
git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 780 / month · ⏱️ 02.10.2020):
```
pip install pvporcupine
```

GitHub (👨‍💻 23 · 🔀 1.2K · 📦 16 · 📋 210 - 39% open · ⏱️ 03.06.2020):
```
git clone https://github.com/worldveil/dejavu
```
PyPi (📥 81 / month · 📦 1 · ⏱️ 19.04.2015):
```
pip install PyDejavu
```

GitHub (👨‍💻 49 · 🔀 630 · 📋 440 - 5% open · ⏱️ 18.01.2021):
```
git clone https://github.com/mozilla/TTS
```

GitHub (👨‍💻 6 · 🔀 30 · 📦 8 · 📋 49 - 10% open · ⏱️ 20.07.2020):
```
git clone https://github.com/bmcfee/muda
```
PyPi (📥 60 / month · 📦 1 · ⏱️ 15.11.2019):
```
pip install muda
```

GitHub (👨‍💻 2 · 🔀 6 · 📦 2 · ⏱️ 10.12.2020):
```
git clone https://github.com/adefossez/julius
```
PyPi (📥 180 / month · ⏱️ 25.11.2020):
```
pip install julius
```

SpeechRecognition (🥇30 · ⭐ 5.4K · 💀) - Speech recognition module for Python, supporting.. BSD-3
aubio (🥈26 · ⭐ 2K) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉22 · ⭐ 1.7K · 📉) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
Madmom (🥉20 · ⭐ 710 · 💀) - Python audio and music signal processing library. BSD-3

Geospatial Data

Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.

GitHub (👨‍💻 150 · 🔀 1.5K · 📦 1.4K · 📋 2K - 5% open · ⏱️ 20.01.2021):
```
git clone https://github.com/visgl/deck.gl
```
PyPi (📥 99K / month · 📦 2 · ⏱️ 26.10.2020):
```
pip install pydeck
```
Conda (📥 12K · ⏱️ 26.10.2020):
```
conda install -c conda-forge pydeck
```
NPM (📥 130K / month · 📦 560 · ⏱️ 11.01.2021):
```
npm install deck.gl
```

GitHub (👨‍💻 120 · 🔀 540 · 📦 16K · 📋 240 - 10% open · ⏱️ 27.12.2020):
```
git clone https://github.com/geopy/geopy
```
PyPi (📥 3.8M / month · 📦 7.2K · ⏱️ 27.12.2020):
```
pip install geopy
```
Conda (📥 500K · ⏱️ 27.12.2020):
```
conda install -c conda-forge geopy
```

GitHub (👨‍💻 100 · 🔀 370 · 📦 16K · 📋 700 - 19% open · ⏱️ 15.12.2020):
```
git clone https://github.com/Toblerity/Shapely
```
PyPi (📥 1.9M / month · 📦 5.5K · ⏱️ 20.08.2020):
```
pip install shapely
```
Conda (📥 2M · ⏱️ 13.10.2020):
```
conda install -c conda-forge shapely
```

GitHub (👨‍💻 120 · 🔀 1.9K · 📦 8.1K · 📋 830 - 17% open · ⏱️ 18.01.2021):
```
git clone https://github.com/python-visualization/folium
```
PyPi (📥 200K / month · 📦 970 · ⏱️ 18.01.2021):
```
pip install folium
```
Conda (📥 320K · ⏱️ 06.01.2021):
```
conda install -c conda-forge folium
```

GitHub (👨‍💻 130 · 🔀 530 · 📥 840 · 📦 7K · 📋 960 - 30% open · ⏱️ 14.01.2021):
```
git clone https://github.com/geopandas/geopandas
```
PyPi (📥 380K / month · 📦 1.2K · ⏱️ 24.06.2020):
```
pip install geopandas
```
Conda (📥 820K · ⏱️ 16.07.2020):
```
conda install -c conda-forge geopandas
```

GitHub (👨‍💻 110 · 🔀 390 · 📥 700 · 📦 2.6K · 📋 1.3K - 10% open · ⏱️ 20.01.2021):
```
git clone https://github.com/mapbox/rasterio
```
PyPi (📥 120K / month · 📦 850 · ⏱️ 21.01.2021):
```
pip install rasterio
```
Conda (📥 850K · ⏱️ 30.10.2020):
```
conda install -c conda-forge rasterio
```

GitHub (👨‍💻 65 · 🔀 160 · 📦 4.9K · 📋 620 - 11% open · ⏱️ 30.11.2020):
```
git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 430K / month · 📦 1.2K · ⏱️ 17.11.2020):
```
pip install fiona
```
Conda (📥 1.6M · ⏱️ 17.11.2020):
```
conda install -c conda-forge fiona
```

GitHub (👨‍💻 39 · 🔀 150 · 📦 8.2K · 📋 380 - 1% open · ⏱️ 08.01.2021):
```
git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 1M / month · 📦 2.5K · ⏱️ 05.11.2020):
```
pip install pyproj
```
Conda (📥 1.9M · ⏱️ 06.11.2020):
```
conda install -c conda-forge pyproj
```

GitHub (👨‍💻 63 · 🔀 280 · 📦 670 · 📋 380 - 34% open · ⏱️ 18.01.2021):
```
git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 12K / month · 📦 98 · ⏱️ 05.01.2021):
```
pip install ipyleaflet
```

Conda (📥 580K · ⏱️ 16.01.2021):

conda install -c conda-forge ipyleaflet

NPM (📥 130K / month · 📦 2 · ⏱️ 05.01.2021):
```
npm install jupyter-leaflet
```

GitHub (👨‍💻 44 · 🔀 78 · 📦 5.6K · 📋 68 - 26% open · ⏱️ 25.11.2020):
```
git clone https://github.com/jazzband/geojson
```
PyPi (📥 370K / month · 📦 1.6K · ⏱️ 09.08.2019):
```
pip install geojson
```
Conda (📥 360K · ⏱️ 11.08.2019):
```
conda install -c conda-forge geojson
```

GitHub (👨‍💻 60 · 🔀 680 · 📋 320 - 38% open · ⏱️ 16.01.2021):
```
git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 19K / month · 📦 10 · ⏱️ 30.11.2020):
```
pip install arcgis
```
Docker Hub (📥 3.7K · ⭐ 29 · ⏱️ 06.03.2020):
```
docker pull esridocker/arcgis-api-python-notebook
```

GitHub (👨‍💻 70 · 🔀 240 · 📋 640 - 9% open · ⏱️ 20.01.2021):
```
git clone https://github.com/pysal/pysal
```
PyPi (📥 9.3K / month · 📦 18 · ⏱️ 30.07.2020):
```
pip install pysal
```
Conda (📥 400K · ⏱️ 30.07.2020):
```
conda install -c conda-forge pysal
```

GitHub (👨‍💻 21 · 🔀 60 · 📦 190 · 📋 250 - 31% open · ⏱️ 21.09.2020):
```
git clone https://github.com/holoviz/geoviews
```
PyPi (📥 1.1K / month · 📦 10 · ⏱️ 30.03.2020):
```
pip install geoviews
```
Conda (📥 54K · ⏱️ 23.09.2020):
```
conda install -c conda-forge geoviews
```

GitHub (👨‍💻 38 · 🔀 96 · 📦 72 · 📋 220 - 11% open · ⏱️ 03.12.2020):
```
git clone https://github.com/earthlab/earthpy
```
PyPi (📥 1.4K / month · 📦 6 · ⏱️ 18.06.2020):
```
pip install earthpy
```
Conda (📥 26K · ⏱️ 19.06.2020):
```
conda install -c conda-forge earthpy
```

GitHub (👨‍💻 8 · 🔀 55 · 📋 24 - 8% open · ⏱️ 23.12.2020):
```
git clone https://github.com/geospace-code/pymap3d
```
PyPi (📥 8.4K / month · 📦 3 · ⏱️ 21.09.2020):
```
pip install pymap3d
```
Conda (📥 6K · ⏱️ 24.09.2020):
```
conda install -c conda-forge pymap3d
```

Geocoder (🥈29 · ⭐ 1.3K · 💀) - Python Geocoder. MIT
Cartopy (🥉27 · ⭐ 1.4K) - Rasterio reads and writes geospatial raster datasets. ❗️LGPL-3.0
Satpy (🥉25 · ⭐ 670) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
gmaps (🥉21 · ⭐ 700 · 💀) - Google maps for Jupyter notebooks. BSD-3
Sentinelsat (🥉21 · ⭐ 540) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
Mapbox GL (🥉20 · ⭐ 550 · 💀) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
geoplotlib (🥉19 · ⭐ 890 · 💀) - python toolbox for visualizing geographical data and making maps. MIT

Financial Data

Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.

GitHub (👨‍💻 150 · 🔀 3.7K · 📦 670 · 📋 970 - 33% open · ⏱️ 14.10.2020):
```
git clone https://github.com/quantopian/zipline
```
PyPi (📥 4.4K / month · 📦 160 · ⏱️ 05.10.2020):
```
pip install zipline
```

GitHub (👨‍💻 28 · 🔀 990 · 📦 2.7K · 📋 470 - 63% open · ⏱️ 18.01.2021):
```
git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 98K / month · 📦 26 · ⏱️ 05.10.2020):
```
pip install yfinance
```
Conda (📥 31K · ⏱️ 27.12.2019):
```
conda install -c ranaroussi yfinance
```

GitHub (👨‍💻 36 · 🔀 550 · 📋 220 - 7% open · ⏱️ 21.12.2020):
```
git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 18K / month · 📦 200 · ⏱️ 26.08.2018):
```
pip install alpha_vantage
```

GitHub (👨‍💻 23 · 🔀 450 · 📦 410 · 📋 140 - 42% open · ⏱️ 29.11.2020):
```
git clone https://github.com/bukosabino/ta
```
PyPi (📥 27K / month · 📦 6 · ⏱️ 29.11.2020):
```
pip install ta
```

GitHub (👨‍💻 55 · 🔀 1.1K · 📦 190 · 📋 390 - 31% open · ⏱️ 15.07.2020):
```
git clone https://github.com/quantopian/pyfolio
```
PyPi (📥 6.1K / month · 📦 54 · ⏱️ 15.04.2019):
```
pip install pyfolio
```
Conda (📥 5.5K · ⏱️ 16.05.2020):
```
conda install -c conda-forge pyfolio
```

GitHub (👨‍💻 22 · 🔀 220 · 📦 500 · 📋 53 - 50% open · ⏱️ 14.10.2020):
```
git clone https://github.com/quantopian/empyrical
```
PyPi (📥 24K / month · 📦 220 · ⏱️ 13.10.2020):
```
pip install empyrical
```
Conda (📥 9.2K · ⏱️ 14.10.2020):
```
conda install -c conda-forge empyrical
```

GitHub (👨‍💻 25 · 🔀 630 · 📦 350 · 📋 180 - 20% open · ⏱️ 27.04.2020):
```
git clone https://github.com/quantopian/alphalens
```
PyPi (📥 2K / month · 📦 14 · ⏱️ 27.04.2020):
```
pip install alphalens
```
Conda (📥 10K · ⏱️ 16.05.2020):
```
conda install -c conda-forge alphalens
```

GitHub (👨‍💻 25 · 🔀 380 · 📋 280 - 1% open · ⏱️ 12.01.2021):
```
git clone https://github.com/erdewit/ib_insync
```
PyPi (📥 2.8K / month · 📦 12 · ⏱️ 03.11.2020):
```
pip install ib_insync
```
Conda (📥 7.1K · ⏱️ 07.11.2020):
```
conda install -c conda-forge ib-insync
```

GitHub (👨‍💻 23 · 🔀 170 · 📦 96 · 📋 79 - 20% open · ⏱️ 16.01.2021):
```
git clone https://github.com/pmorissette/ffn
```
PyPi (📥 10K / month · 📦 16 · ⏱️ 28.05.2018):
```
pip install ffn
```

GitHub (👨‍💻 140 · 🔀 590 · 📦 20 · 📋 500 - 26% open · ⏱️ 28.12.2020):
```
git clone https://github.com/enigmampc/catalyst
```
PyPi (📥 320 / month · ⏱️ 11.11.2018):
```
pip install enigma-catalyst
```

GitHub (👨‍💻 7 · 🔀 190 · 📦 160 · 📋 59 - 49% open · ⏱️ 17.10.2020):
```
git clone https://github.com/jealous/stockstats
```
PyPi (📥 26K / month · 📦 24 · ⏱️ 17.10.2020):
```
pip install stockstats
```

GitHub (👨‍💻 20 · 🔀 250 · 📦 43 · 📋 220 - 24% open · ⏱️ 16.01.2021):
```
git clone https://github.com/pmorissette/bt
```
PyPi (📥 3.2K / month · 📦 20 · ⏱️ 28.05.2018):
```
pip install bt
```

GitHub (👨‍💻 46 · 🔀 580 · 📦 10 · 📋 150 - 21% open · ⏱️ 06.01.2021):
```
git clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 1K / month · 📦 1 · ⏱️ 24.08.2020):
```
pip install tensortrade
```

GitHub (👨‍💻 14 · 🔀 410 · 📥 39 · 📦 3 · 📋 24 - 87% open · ⏱️ 17.01.2021):
```
git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 65 / month · ⏱️ 20.10.2020):
```
pip install finmarketpy
```

GitHub (👨‍💻 27 · 🔀 560 · 📥 190 · 📋 100 - 52% open · ⏱️ 20.01.2021):
```
git clone https://github.com/microsoft/qlib
```
PyPi (📥 1.9K / month · ⏱️ 12.12.2020):
```
pip install pyqlib
```

GitHub (👨‍💻 30 · 🔀 280 · 📦 4 · 📋 21 - 52% open · ⏱️ 20.01.2021):
```
git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 120 / month · ⏱️ 18.09.2020):
```
pip install tf-quant-finance
```

GitHub (👨‍💻 25 · 🔀 640 · 📋 230 - 18% open · ⏱️ 03.09.2020):
```
git clone https://github.com/CryptoSignal/crypto-signal
```
Docker Hub (📥 41K · ⭐ 8 · ⏱️ 03.09.2020):
```
docker pull shadowreaver/crypto-signal
```

backtrader (🥈26 · ⭐ 5.5K) - Python Backtesting library for trading strategies. ❗️GPL-3.0
PyAlgoTrade (🥉23 · ⭐ 3.1K · 💀) - Python Algorithmic Trading Library. Apache-2
arch (🥉23 · ⭐ 640) - ARCH models in Python. ❗️NCSA
FinTA (🥉22 · ⭐ 800) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Backtesting.py (🥉17 · ⭐ 930) - Backtest trading strategies in Python. ❗️AGPL-3.0
surpriver (🥉11 · ⭐ 1K · 🐣) - Find big moving stocks before they move using machine learning.. ❗️GPL-3.0

Time Series Data

Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.

GitHub (👨‍💻 120 · 🔀 3.4K · 📥 530 · 📋 1.5K - 4% open · ⏱️ 14.01.2021):
```
git clone https://github.com/facebook/prophet
```
PyPi (📥 570K / month · 📦 150 · ⏱️ 05.09.2020):
```
pip install fbprophet
```

GitHub (👨‍💻 28 · 🔀 220 · 📦 180 · 📋 220 - 26% open · ⏱️ 08.01.2021):
```
git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 64K / month · 📦 11 · ⏱️ 18.06.2020):
```
pip install tslearn
```
Conda (📥 180K · ⏱️ 19.06.2020):
```
conda install -c conda-forge tslearn
```

GitHub (👨‍💻 71 · 🔀 840 · 📋 430 - 7% open · ⏱️ 12.01.2021):
```
git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 160K / month · 📦 66 · ⏱️ 09.09.2020):
```
pip install tsfresh
```
Conda (📥 26K · ⏱️ 10.09.2020):
```
conda install -c conda-forge tsfresh
```

GitHub (👨‍💻 73 · 🔀 420 · 📥 41 · 📦 94 · 📋 320 - 31% open · ⏱️ 20.01.2021):
```
git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 7.6K / month · ⏱️ 29.12.2020):
```
pip install sktime
```

GitHub (👨‍💻 16 · 🔀 150 · 📦 690 · 📋 220 - 7% open · ⏱️ 20.01.2021):
```
git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 190K / month · 📦 12 · ⏱️ 02.12.2020):
```
pip install pmdarima
```

GitHub (👨‍💻 38 · 🔀 110 · 📦 180 · 📋 220 - 41% open · ⏱️ 14.01.2021):
```
git clone https://github.com/python-streamz/streamz
```
PyPi (📥 1.9K / month · 📦 16 · ⏱️ 02.11.2020):
```
pip install streamz
```
Conda (📥 110K · ⏱️ 15.01.2021):
```
conda install -c conda-forge streamz
```

GitHub (👨‍💻 67 · 🔀 360 · 📋 520 - 34% open · ⏱️ 19.01.2021):
```
git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 19K / month · ⏱️ 08.12.2020):
```
pip install gluonts
```

GitHub (👨‍💻 20 · 🔀 160 · 📋 210 - 13% open · ⏱️ 21.01.2021):
```
git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 14K / month · ⏱️ 20.01.2021):
```
pip install stumpy
```
Conda (📥 15K · ⏱️ 20.01.2021):
```
conda install -c conda-forge stumpy
```

GitHub (👨‍💻 23 · 🔀 85 · 📦 11 · 📋 59 - 30% open · ⏱️ 09.11.2020):
```
git clone https://github.com/unit8co/darts
```
PyPi (📥 1.6K / month · ⏱️ 09.11.2020):
```
pip install u8darts
```
Docker Hub (📥 75 · ⏱️ 06.10.2020):
```
docker pull unit8/darts
```

GitHub (👨‍💻 7 · 🔀 92 · 📦 80 · 📋 42 - 54% open · ⏱️ 30.04.2020):
```
git clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 2K / month · 📦 2 · ⏱️ 21.03.2020):
```
pip install pyts
```
Conda (📥 5.9K · ⏱️ 21.03.2020):
```
conda install -c conda-forge pyts
```

GitHub (👨‍💻 11 · 🔀 68 · 📋 100 - 26% open · ⏱️ 21.01.2021):
```
git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 2.9K / month · ⏱️ 12.01.2021):
```
pip install pytorch-forecasting
```

GitHub (👨‍💻 15 · 🔀 90 · 📦 11 · 📋 52 - 36% open · ⏱️ 25.04.2020):
```
git clone https://github.com/target/matrixprofile-ts
```
PyPi (📥 2.7K / month · ⏱️ 08.08.2019):
```
pip install matrixprofile-ts
```

GitHub (👨‍💻 13 · 🔀 47 · 📦 6 · 📋 26 - 23% open · ⏱️ 16.01.2021):
```
git clone https://github.com/dmbee/seglearn
```
PyPi (📥 1.8K / month · 📦 1 · ⏱️ 17.01.2021):
```
pip install seglearn
```

GitHub (👨‍💻 5 · 🔀 34 · 📋 27 - 22% open · ⏱️ 20.01.2021):
```
git clone https://github.com/AutoViML/Auto_TS
```
PyPi (📥 500 / month · ⏱️ 18.01.2021):
```
pip install auto-ts
```

GitHub (👨‍💻 11 · 🔀 75 · 📋 52 - 42% open · ⏱️ 17.04.2020):
```
git clone https://github.com/arundo/adtk
```
PyPi (📥 28K / month · ⏱️ 17.04.2020):
```
pip install adtk
```

GitHub (👨‍💻 5 · 🔀 63 · 📦 3 · 📋 18 - 88% open · ⏱️ 12.11.2020):
```
git clone https://github.com/firmai/atspy
```
PyPi (📥 230 / month · ⏱️ 24.04.2020):
```
pip install atspy
```

GitHub (👨‍💻 16 · 🔀 74 · 📥 160 · 📦 29 · 📋 210 - 25% open · ⏱️ 15.06.2020):
```
git clone https://github.com/X-DataInitiative/tick
```
PyPi (📥 390 / month · 📦 1 · ⏱️ 24.05.2020):
```
pip install tick
```

luminol (🥈23 · ⭐ 860 · 💀) - Anomaly Detection and Correlation library. Apache-2
PyFlux (🥉22 · ⭐ 1.8K · 💀) - Open source time series library for Python. BSD-3
pydlm (🥉20 · ⭐ 350 · 💀) - A python library for Bayesian time series modeling. BSD-3

Medical Data

Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.

GitHub (👨‍💻 230 · 🔀 840 · 📦 800 · 📋 3.4K - 8% open · ⏱️ 21.01.2021):
```
git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 17K / month · 📦 200 · ⏱️ 17.12.2020):
```
pip install mne
```
Conda (📥 97K · ⏱️ 20.12.2020):
```
conda install -c conda-forge mne
```

GitHub (👨‍💻 160 · 🔀 370 · 📦 860 · 📋 1.5K - 25% open · ⏱️ 20.01.2021):
```
git clone https://github.com/nilearn/nilearn
```
PyPi (📥 8K / month · 📦 300 · ⏱️ 12.11.2020):
```
pip install nilearn
```
Conda (📥 77K · ⏱️ 12.11.2020):
```
conda install -c conda-forge nilearn
```

GitHub (👨‍💻 90 · 🔀 410 · 📦 480 · 📋 780 - 24% open · ⏱️ 05.01.2021):
```
git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 97K / month · 📦 130 · ⏱️ 09.12.2020):
```
pip install lifelines
```
Conda (📥 120K · ⏱️ 10.12.2020):
```
conda install -c conda-forge lifelines
```

GitHub (👨‍💻 210 · 🔀 440 · 📦 490 · 📋 1.2K - 26% open · ⏱️ 08.12.2020):
```
git clone https://github.com/nipy/nipype
```
PyPi (📥 9.8K / month · 📦 190 · ⏱️ 16.08.2020):
```
pip install nipype
```
Conda (📥 350K · ⏱️ 28.11.2020):
```
conda install -c conda-forge nipype
```

GitHub (👨‍💻 89 · 🔀 210 · 📦 3.5K · 📋 390 - 27% open · ⏱️ 17.01.2021):
```
git clone https://github.com/nipy/nibabel
```
PyPi (📥 43K / month · 📦 1.3K · ⏱️ 28.11.2020):
```
pip install nibabel
```
Conda (📥 290K · ⏱️ 29.11.2020):
```
conda install -c conda-forge nibabel
```

GitHub (👨‍💻 120 · 🔀 310 · 📦 320 · 📋 730 - 21% open · ⏱️ 10.12.2020):
```
git clone https://github.com/dipy/dipy
```
PyPi (📥 5.7K / month · 📦 94 · ⏱️ 05.11.2020):
```
pip install dipy
```
Conda (📥 170K · ⏱️ 14.11.2020):
```
conda install -c conda-forge dipy
```

GitHub (👨‍💻 69 · 🔀 180 · 📦 28 · 📋 2.3K - 14% open · ⏱️ 21.01.2021):
```
git clone https://github.com/hail-is/hail
```
PyPi (📥 850 / month · ⏱️ 03.12.2020):
```
pip install hail
```

GitHub (👨‍💻 52 · 🔀 300 · 📋 660 - 11% open · ⏱️ 21.01.2021):
```
git clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 3.5K / month · ⏱️ 15.12.2020):
```
pip install monai
```

GitHub (👨‍💻 58 · 🔀 370 · 📦 33 · 📋 320 - 30% open · ⏱️ 21.04.2020):
```
git clone https://github.com/NifTK/NiftyNet
```
PyPi (📥 150 / month · ⏱️ 10.10.2019):
```
pip install niftynet
```

GitHub (👨‍💻 19 · 🔀 530 · 📥 3K · 📋 370 - 0% open · ⏱️ 14.12.2020):
```
git clone https://github.com/google/deepvariant
```
Conda (📥 26K · ⏱️ 05.09.2020):
```
conda install -c bioconda deepvariant
```

GitHub (👨‍💻 32 · 🔀 110 · 📦 12 · 📋 180 - 35% open · ⏱️ 15.10.2020):
```
git clone https://github.com/brainiak/brainiak
```
PyPi (📥 100 / month · 📦 1 · ⏱️ 15.10.2020):
```
pip install brainiak
```
Docker Hub (📥 460 · ⭐ 1 · ⏱️ 15.10.2020):
```
docker pull brainiak/brainiak
```

GitHub (👨‍💻 11 · 🔀 40 · 📋 69 - 31% open · ⏱️ 20.01.2021):
```
git clone https://github.com/projectglow/glow
```
PyPi (📥 590 / month · ⏱️ 10.09.2020):
```
pip install glow.py
```

GitHub (👨‍💻 3 · 🔀 230 · 📋 110 - 24% open · ⏱️ 18.04.2020):
```
git clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit
```

GitHub (👨‍💻 1 · 🔀 280 · 📋 56 - 75% open · ⏱️ 27.08.2020):
```
git clone https://github.com/Tencent/MedicalNet
```

NIPY (🥉21 · ⭐ 290) - Neuroimaging in Python FMRI analysis package. ❗️DSDP
MedPy (🥉20 · ⭐ 310 · 💤) - Medical image processing in Python. ❗️GPL-3.0
DLTK (🥉19 · ⭐ 1.2K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
MedicalTorch (🥉15 · ⭐ 700 · 💀) - A medical imaging framework for Pytorch. Apache-2
DeepNeuro (🥉14 · ⭐ 99 · 💤) - A deep learning python package for neuroimaging data. Made by:. MIT

Optical Character Recognition

Libraries for optical character recognition (OCR) and text extraction from images or videos.

GitHub (👨‍💻 36 · 🔀 500 · 📋 240 - 2% open · ⏱️ 04.01.2021):
```
git clone https://github.com/madmaze/pytesseract
```
PyPi (📥 450K / month · 📦 1.4K · ⏱️ 15.12.2020):
```
pip install pytesseract
```

Conda (📥 38K · ⏱️ 20.11.2020):

conda install -c conda-forge pytesseract

GitHub (👨‍💻 73 · 🔀 980 · 📥 110K · 📦 100 · 📋 240 - 33% open · ⏱️ 14.01.2021):
```
git clone https://github.com/JaidedAI/EasyOCR
```
PyPi (📥 9.9K / month · ⏱️ 05.01.2021):
```
pip install easyocr
```

GitHub (👨‍💻 49 · 🔀 420 · 📦 110 · 📋 650 - 13% open · ⏱️ 10.01.2021):
```
git clone https://github.com/jbarlow83/OCRmyPDF
```
PyPi (📥 12K / month · 📦 12 · ⏱️ 10.01.2021):
```
pip install ocrmypdf
```

GitHub (👨‍💻 23 · 🔀 180 · 📦 450 · 📋 200 - 29% open · ⏱️ 18.01.2021):
```
git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 25K / month · 📦 50 · ⏱️ 17.03.2020):
```
pip install tesserocr
```
Conda (📥 32K · ⏱️ 13.01.2021):
```
conda install -c conda-forge tesserocr
```

GitHub (👨‍💻 41 · 🔀 1.7K · 📦 19 · 📋 1.2K - 30% open · ⏱️ 21.01.2021):
```
git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 1.5K / month · ⏱️ 18.12.2020):
```
pip install paddleocr
```

GitHub (👨‍💻 27 · 🔀 230 · 📦 15 · 📋 140 - 11% open · ⏱️ 31.10.2020):
```
git clone https://github.com/emedvedev/attention-ocr
```
PyPi (📥 140 / month · ⏱️ 19.04.2019):
```
pip install aocr
```

GitHub (👨‍💻 9 · 🔀 170 · 📥 15K · 📋 120 - 22% open · ⏱️ 26.11.2020):
```
git clone https://github.com/faustomorales/keras-ocr
```
PyPi (📥 1.5K / month · 📦 1 · ⏱️ 26.11.2020):
```
pip install keras-ocr
```

GitHub (👨‍💻 5 · 🔀 92 · 📦 32 · 📋 21 - 57% open · ⏱️ 01.12.2020):
```
git clone https://github.com/jlsutherland/doc2text
```
PyPi (📥 220 / month · ⏱️ 06.09.2016):
```
pip install doc2text
```

GitHub (👨‍💻 17 · 🔀 160 · 📋 150 - 13% open · ⏱️ 19.01.2021):
```
git clone https://github.com/Calamari-OCR/calamari
```
PyPi (📥 380 / month · 📦 2 · ⏱️ 13.11.2018):
```
pip install calamari_ocr
```

pdftabextract (🥉20 · ⭐ 1.9K · 💀) - A set of tools for extracting tables from PDF files.. Apache-2

Data Containers & Structures

General-purpose data containers & structures as well as utilities & extensions for pandas.

GitHub (👨‍💻 2.6K · 🔀 12K · 📥 93K · 📦 370K · 📋 20K - 18% open · ⏱️ 21.01.2021):
```
git clone https://github.com/pandas-dev/pandas
```
PyPi (📥 22M / month · 📦 77K · ⏱️ 20.01.2021):
```
pip install pandas
```
Conda (📥 13M · ⏱️ 20.01.2021):
```
conda install -c conda-forge pandas
```

GitHub (👨‍💻 1.2K · 🔀 5.2K · 📥 300K · 📦 600K · 📋 9.5K - 23% open · ⏱️ 21.01.2021):
```
git clone https://github.com/numpy/numpy
```
PyPi (📥 36M / month · 📦 170K · ⏱️ 05.01.2021):
```
pip install numpy
```
Conda (📥 15M · ⏱️ 11.01.2021):
```
conda install -c conda-forge numpy
```

GitHub (👨‍💻 160 · 🔀 390 · 📥 780 · 📦 99K · 📋 1.1K - 16% open · ⏱️ 19.01.2021):
```
git clone https://github.com/h5py/h5py
```
PyPi (📥 4.7M / month · 📦 23K · ⏱️ 06.11.2020):
```
pip install h5py
```
Conda (📥 4.5M · ⏱️ 01.01.2021):
```
conda install -c conda-forge h5py
```

GitHub (👨‍💻 620 · 🔀 1.7K · 📦 29 · 📋 670 - 18% open · ⏱️ 21.01.2021):
```
git clone https://github.com/apache/arrow
```
PyPi (📥 13M / month · 📦 990 · ⏱️ 19.10.2020):
```
pip install pyarrow
```
Conda (📥 450K · ⏱️ 12.01.2021):
```
conda install -c conda-forge arrow
```

GitHub (👨‍💻 290 · 🔀 620 · 📦 4.9K · 📋 2.7K - 29% open · ⏱️ 21.01.2021):
```
git clone https://github.com/pydata/xarray
```
PyPi (📥 260K / month · 📦 1.1K · ⏱️ 30.11.2020):
```
pip install xarray
```
Conda (📥 2.3M · ⏱️ 01.12.2020):
```
conda install -c conda-forge xarray
```

GitHub (👨‍💻 55 · 🔀 160 · 📋 300 - 17% open · ⏱️ 04.01.2021):
```
git clone https://github.com/pydata/numexpr
```
PyPi (📥 640K / month · 📦 5.5K · ⏱️ 05.01.2020):
```
pip install numexpr
```
Conda (📥 2.1M · ⏱️ 13.01.2021):
```
conda install -c conda-forge numexpr
```

GitHub (👨‍💻 66 · 🔀 380 · 📥 200K · 📦 290 · 📋 1.5K - 28% open · ⏱️ 20.01.2021):
```
git clone https://github.com/modin-project/modin
```
PyPi (📥 72K / month · 📦 18 · ⏱️ 12.01.2021):
```
pip install modin
```

GitHub (👨‍💻 62 · 🔀 360 · 📋 250 - 5% open · ⏱️ 04.01.2021):
```
git clone https://github.com/msiemens/tinydb
```
PyPi (📥 130K / month · 📦 1.1K · ⏱️ 14.11.2020):
```
pip install tinydb
```
Conda (📥 100K · ⏱️ 14.11.2020):
```
conda install -c conda-forge tinydb
```

GitHub (👨‍💻 47 · 🔀 290 · 📥 1K · 📦 72 · 📋 500 - 16% open · ⏱️ 20.01.2021):
```
git clone https://github.com/databricks/koalas
```
PyPi (📥 790K / month · 📦 1 · ⏱️ 11.12.2020):
```
pip install koalas
```
Conda (📥 75K · ⏱️ 11.12.2020):
```
conda install -c conda-forge koalas
```

GitHub (👨‍💻 21 · 🔀 63 · 📦 18K · 📋 200 - 11% open · ⏱️ 19.01.2021):
```
git clone https://github.com/pydata/bottleneck
```
PyPi (📥 190K / month · 📦 2.9K · ⏱️ 21.02.2020):
```
pip install Bottleneck
```

Conda (📥 1.4M · ⏱️ 21.01.2021):

conda install -c conda-forge bottleneck

GitHub (👨‍💻 96 · 🔀 180 · 📥 120 · 📋 590 - 25% open · ⏱️ 10.01.2021):
```
git clone https://github.com/PyTables/PyTables
```
PyPi (📥 330K / month · 📦 3.8K · ⏱️ 30.10.2019):
```
pip install tables
```
Conda (📥 2.2M · ⏱️ 14.01.2021):
```
conda install -c conda-forge pytables
```

GitHub (👨‍💻 16 · 🔀 200 · 📥 16 · 📦 250 · 📋 110 - 17% open · ⏱️ 23.12.2020):
```
git clone https://github.com/ekzhu/datasketch
```
PyPi (📥 180K / month · 📦 86 · ⏱️ 15.12.2020):
```
pip install datasketch
```

GitHub (👨‍💻 35 · 🔀 110 · 📦 520 · 📋 410 - 43% open · ⏱️ 04.01.2021):
```
git clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 73K / month · 📦 72 · ⏱️ 02.12.2020):
```
pip install zarr
```
Conda (📥 530K · ⏱️ 03.12.2020):
```
conda install -c conda-forge zarr
```

GitHub (👨‍💻 14 · 🔀 68 · 📦 270 · 📋 90 - 15% open · ⏱️ 19.12.2020):
```
git clone https://github.com/jmcarpenter2/swifter
```
PyPi (📥 46K / month · 📦 16 · ⏱️ 11.10.2020):
```
pip install swifter
```
Conda (📥 74K · ⏱️ 20.09.2020):
```
conda install -c conda-forge swifter
```

GitHub (👨‍💻 33 · 🔀 120 · 📦 1.5K · 📋 250 - 51% open · ⏱️ 10.09.2020):
```
git clone https://github.com/Blosc/bcolz
```
PyPi (📥 19K / month · 📦 970 · ⏱️ 13.04.2018):
```
pip install bcolz
```
Conda (📥 210K · ⏱️ 05.11.2019):
```
conda install -c conda-forge bcolz
```

GitHub (👨‍💻 13 · 🔀 92 · 📦 140 · 📋 110 - 53% open · ⏱️ 16.12.2020):
```
git clone https://github.com/nalepae/pandarallel
```
PyPi (📥 39K / month · ⏱️ 25.08.2020):
```
pip install pandarallel
```

GitHub (👨‍💻 38 · 🔀 440 · 📥 200 · 📋 670 - 41% open · ⏱️ 21.01.2021):
```
git clone https://github.com/vaexio/vaex
```
PyPi (📥 3.1K / month · 📦 2 · ⏱️ 13.01.2021):
```
pip install vaex
```
Conda (📥 94K · ⏱️ 01.06.2020):
```
conda install -c conda-forge vaex
```

GitHub (👨‍💻 28 · 🔀 95 · 📥 760 · 📋 1.2K - 9% open · ⏱️ 20.01.2021):
```
git clone https://github.com/h2oai/datatable
```
PyPi (📥 14K / month · 📦 6 · ⏱️ 10.12.2020):
```
pip install datatable
```

GitHub (👨‍💻 23 · 🔀 32 · 📥 12 · 📦 3 · 📋 73 - 45% open · ⏱️ 17.01.2021):
```
git clone https://github.com/xhochy/fletcher
```
PyPi (📥 260 / month · ⏱️ 29.12.2020):
```
pip install fletcher
```
Conda (📥 18K · ⏱️ 17.01.2021):
```
conda install -c conda-forge fletcher
```

GitHub (👨‍💻 14 · 🔀 20 · 📦 6 · 📋 270 - 13% open · ⏱️ 21.01.2021):
```
git clone https://github.com/InvestmentSystems/static-frame
```
PyPi (📥 1.2K / month · ⏱️ 12.01.2021):
```
pip install static-frame
```

Conda (📥 60K · ⏱️ 12.01.2021):

conda install -c conda-forge static-frame

GitHub (👨‍💻 8 · 🔀 48 · 📦 20 · 📋 20 - 55% open · ⏱️ 16.08.2020):
```
git clone https://github.com/RaRe-Technologies/bounter
```
PyPi (📥 230 / month · 📦 14 · ⏱️ 17.08.2020):
```
pip install bounter
```

GitHub (👨‍💻 3 · 🔀 44 · 📦 1 · 📋 3 - 66% open · ⏱️ 12.11.2020):
```
git clone https://github.com/firmai/pandapy
```
PyPi (📥 57 / month · ⏱️ 25.01.2020):
```
pip install pandapy
```

Blaze (🥈28 · ⭐ 2.9K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
sklearn-pandas (🥈28 · ⭐ 2.3K) - Pandas integration with sklearn. ❗️Zlib
Arctic (🥉24 · ⭐ 2.1K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
pandasql (🥉22 · ⭐ 930 · 💀) - sqldf for pandas. MIT
pickleDB (🥉21 · ⭐ 530 · 💀) - pickleDB is an open source key-value store using Python’s json.. BSD-3
Pandas Summary (🥉21 · ⭐ 360 · 💀) - An extension to pandas dataframes describe function. MIT

Data Loading & Extraction

Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

GitHub (👨‍💻 380 · 🔀 1.4K · 📦 23K · 📋 480 - 27% open · ⏱️ 21.01.2021):
```
git clone https://github.com/joke2k/faker
```
PyPi (📥 1.7M / month · 📦 4.7K · ⏱️ 20.01.2021):
```
pip install Faker
```
Conda (📥 360K · ⏱️ 20.01.2021):
```
conda install -c conda-forge faker
```

GitHub (👨‍💻 50 · 🔀 410 · 📦 62K · ⏱️ 12.12.2020):
```
git clone https://github.com/python-excel/xlrd
```
PyPi (📥 4.8M / month · 📦 14K · ⏱️ 11.12.2020):
```
pip install xlrd
```
Conda (📥 1.2M · ⏱️ 09.01.2021):
```
conda install -c conda-forge xlrd
```

GitHub (👨‍💻 41 · 🔀 400 · 📦 20K · 📋 200 - 31% open · ⏱️ 26.04.2020):
```
git clone https://github.com/martinblech/xmltodict
```
PyPi (📥 3.7M / month · 📦 8.2K · ⏱️ 11.02.2019):
```
pip install xmltodict
```
Conda (📥 610K · ⏱️ 11.02.2019):
```
conda install -c conda-forge xmltodict
```

GitHub (👨‍💻 110 · 🔀 560 · 📦 9.1K · 📋 230 - 14% open · ⏱️ 11.12.2020):
```
git clone https://github.com/jazzband/tablib
```
PyPi (📥 500K / month · 📦 2.4K · ⏱️ 05.12.2020):
```
pip install tablib
```
Conda (📥 56K · ⏱️ 05.12.2020):
```
conda install -c conda-forge tablib
```

GitHub (👨‍💻 180 · 🔀 940 · 📦 3.4K · 📋 920 - 42% open · ⏱️ 20.01.2021):
```
git clone https://github.com/tensorflow/datasets
```
PyPi (📥 510K / month · 📦 100 · ⏱️ 07.01.2021):
```
pip install tensorflow-datasets
```

GitHub (👨‍💻 49 · 🔀 220 · 📦 12K · 📋 150 - 17% open · ⏱️ 16.01.2021):
```
git clone https://github.com/ahupp/python-magic
```
PyPi (📥 1.3M / month · 📦 5.1K · ⏱️ 16.01.2021):
```
pip install python-magic
```

Conda (📥 74K · ⏱️ 24.12.2020):

conda install -c conda-forge python-magic

GitHub (👨‍💻 72 · 🔀 270 · 📋 290 - 17% open · ⏱️ 18.01.2021):
```
git clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 7.4M / month · 📦 640 · ⏱️ 18.01.2021):
```
pip install smart-open
```

GitHub (👨‍💻 200 · 🔀 690 · 📦 270 · 📋 510 - 37% open · ⏱️ 20.01.2021):
```
git clone https://github.com/huggingface/datasets
```
PyPi (📥 22K / month · 📦 18 · ⏱️ 04.01.2021):
```
pip install datasets
```

GitHub (👨‍💻 77 · 🔀 490 · 📦 7.5K · 📋 440 - 15% open · ⏱️ 31.12.2020):
```
git clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 110K / month · 📦 1.4K · ⏱️ 10.07.2020):
```
pip install pandas-datareader
```

Conda (📥 87K · ⏱️ 20.11.2019):

conda install -c conda-forge pandas-datareader

GitHub (👨‍💻 28 · 🔀 1K · 📦 2K · 📋 260 - 85% open · ⏱️ 18.01.2020):
```
git clone https://github.com/euske/pdfminer
```
PyPi (📥 160K / month · 📦 1.5K · ⏱️ 25.11.2019):
```
pip install pdfminer
```
Conda (📥 13K · ⏱️ 18.01.2021):
```
conda install -c conda-forge pdfminer
```

GitHub (👨‍💻 91 · 🔀 540 · 📦 810 · 📋 800 - 7% open · ⏱️ 30.10.2020):
```
git clone https://github.com/wireservice/csvkit
```
PyPi (📥 24K / month · 📦 700 · ⏱️ 03.03.2020):
```
pip install csvkit
```
Conda (📥 45K · ⏱️ 28.05.2019):
```
conda install -c conda-forge csvkit
```

GitHub (👨‍💻 62 · 🔀 710 · 📥 490 · 📦 66 · 📋 940 - 3% open · ⏱️ 05.09.2020):
```
git clone https://github.com/snorkel-team/snorkel
```
PyPi (📥 61K / month · 📦 4 · ⏱️ 07.04.2020):
```
pip install snorkel
```
Conda (📥 15K · ⏱️ 10.04.2020):
```
conda install -c conda-forge snorkel
```

GitHub (👨‍💻 24 · 🔀 40 · 📦 460 · ⏱️ 30.11.2020):
```
git clone https://github.com/frictionlessdata/tabulator-py
```
PyPi (📥 84K / month · 📦 100 · ⏱️ 30.11.2020):
```
pip install tabulator
```

Conda (📥 37K · ⏱️ 24.07.2018):

conda install -c conda-forge tabulator-py

GitHub (👨‍💻 51 · 🔀 91 · 📦 220 · 📋 260 - 28% open · ⏱️ 15.01.2021):
```
git clone https://github.com/intake/intake
```
PyPi (📥 2.2K / month · 📦 74 · ⏱️ 03.06.2020):
```
pip install intake
```
Conda (📥 56K · ⏱️ 03.06.2020):
```
conda install -c conda-forge intake
```

GitHub (👨‍💻 33 · 🔀 56 · 📦 13 · 📋 170 - 24% open · ⏱️ 20.01.2021):
```
git clone https://github.com/sdv-dev/SDV
```
PyPi (📥 940 / month · ⏱️ 20.01.2021):
```
pip install sdv
```

GitHub (👨‍💻 6 · 🔀 13 · 📦 29 · 📋 51 - 17% open · ⏱️ 17.01.2021):
```
git clone https://github.com/shawnbrown/datatest
```
PyPi (📥 2K / month · 📦 2 · ⏱️ 04.01.2021):
```
pip install datatest
```

textract (🥉26 · ⭐ 2.9K · 💀) - extract text from any document. no muss. no fuss. MIT
Camelot (🥉23 · ⭐ 3K · 💀) - Camelot: PDF Table Extraction for Humans. MIT
Singer (🥉23 · ⭐ 670) - Standard for moving data between databases, web APIs, files, queues,.. ❗️AGPL-3.0
messytables (🥉23 · ⭐ 360 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
pyexcel-xlsx (🥉23 · ⭐ 83) - A wrapper library to read, manipulate and write data in xlsx and.. BSD-3
openpyxl (🥉22 · ⭐ 17 · ➕) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
rows (🥉20 · ⭐ 730) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

Web Scraping & Crawling

Libraries for web scraping, crawling, downloading, and mining as well as libraries.

🔗 best-of-web-python - Web Scraping ( ⭐ 820) - Collection of web-scraping and crawling libraries.

Data Pipelines & Streaming

Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.

GitHub (👨‍💻 1.1K · 🔀 3.9K · 📦 48K · 📋 4.4K - 11% open · ⏱️ 21.01.2021):
```
git clone https://github.com/celery/celery
```
PyPi (📥 1.8M / month · 📦 28K · ⏱️ 16.12.2020):
```
pip install celery
```
Conda (📥 370K · ⏱️ 11.11.2020):
```
conda install -c conda-forge celery
```

GitHub (👨‍💻 1.7K · 🔀 7.8K · 📥 79K · 📋 2.9K - 34% open · ⏱️ 21.01.2021):
```
git clone https://github.com/apache/airflow
```
PyPi (📥 510K / month · 📦 290 · ⏱️ 14.12.2020):
```
pip install apache-airflow
```
Conda (📥 260K · ⏱️ 26.11.2020):
```
conda install -c conda-forge airflow
```
Docker Hub (📥 5.1M · ⭐ 200 · ⏱️ 21.01.2021):
```
docker pull apache/airflow
```

GitHub (👨‍💻 98 · 🔀 290 · 📦 78K · 📋 640 - 45% open · ⏱️ 28.12.2020):
```
git clone https://github.com/joblib/joblib
```
PyPi (📥 15M / month · 📦 6.6K · ⏱️ 14.12.2020):
```
pip install joblib
```
Conda (📥 2.9M · ⏱️ 14.12.2020):
```
conda install -c conda-forge joblib
```

GitHub (👨‍💻 550 · 🔀 2.2K · 📦 1.3K · 📋 900 - 7% open · ⏱️ 14.01.2021):
```
git clone https://github.com/spotify/luigi
```
PyPi (📥 340K / month · 📦 680 · ⏱️ 23.09.2020):
```
pip install luigi
```
Conda (📥 6.3K · ⏱️ 21.07.2020):
```
conda install -c anaconda luigi
```

GitHub (👨‍💻 220 · 🔀 1.2K · 📦 7.1K · 📋 810 - 17% open · ⏱️ 19.01.2021):
```
git clone https://github.com/rq/rq
```
PyPi (📥 210K / month · 📦 3.3K · ⏱️ 29.11.2020):
```
pip install rq
```
Conda (📥 43K · ⏱️ 29.11.2020):
```
conda install -c conda-forge rq
```

GitHub (👨‍💻 1K · 🔀 2.8K · ⏱️ 20.01.2021):
```
git clone https://github.com/apache/beam
```
PyPi (📥 1.3M / month · 📦 190 · ⏱️ 08.01.2021):
```
pip install apache-beam
```

GitHub (👨‍💻 180 · 🔀 500 · 📦 240 · 📋 1.5K - 14% open · ⏱️ 21.01.2021):
```
git clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 43K / month · 📦 2 · ⏱️ 19.01.2021):
```
pip install prefect
```
Conda (📥 66K · ⏱️ 20.01.2021):
```
conda install -c conda-forge prefect
```

GitHub (👨‍💻 140 · 🔀 590 · 📦 660 · 📋 1.3K - 15% open · ⏱️ 16.11.2020):
```
git clone https://github.com/Yelp/mrjob
```
PyPi (📥 99K / month · 📦 110 · ⏱️ 17.09.2020):
```
pip install mrjob
```
Conda (📥 310K · ⏱️ 24.12.2020):
```
conda install -c conda-forge mrjob
```

GitHub (👨‍💻 94 · 🔀 380 · 📦 360 · 📋 430 - 20% open · ⏱️ 21.01.2021):
```
git clone https://github.com/quantumblacklabs/kedro
```
PyPi (📥 50K / month · 📦 16 · ⏱️ 17.12.2020):
```
pip install kedro
```

GitHub (👨‍💻 130 · 🔀 480 · 📦 170 · 📋 1.7K - 15% open · ⏱️ 21.01.2021):
```
git clone https://github.com/fishtown-analytics/dbt
```
PyPi (📥 96K / month · 📦 18 · ⏱️ 14.01.2021):
```
pip install dbt
```
Conda (📥 150K · ⏱️ 14.05.2020):
```
conda install -c conda-forge dbt
```

GitHub (👨‍💻 91 · 🔀 420 · 📦 590 · 📋 440 - 50% open · ⏱️ 09.10.2020):
```
git clone https://github.com/robinhood/faust
```
PyPi (📥 50K / month · 📦 28 · ⏱️ 25.02.2020):
```
pip install faust
```

GitHub (👨‍💻 110 · 🔀 270 · 📦 130 · 📋 2.4K - 24% open · ⏱️ 21.01.2021):
```
git clone https://github.com/dagster-io/dagster
```
PyPi (📥 22K / month · 📦 4 · ⏱️ 15.01.2021):
```
pip install dagster
```
Conda (📥 130K · ⏱️ 04.12.2020):
```
conda install -c conda-forge dagster
```

GitHub (👨‍💻 44 · 🔀 150 · 📦 310 · 📋 410 - 16% open · ⏱️ 18.01.2021):
```
git clone https://github.com/petl-developers/petl
```
PyPi (📥 12K / month · 📦 110 · ⏱️ 06.10.2020):
```
pip install petl
```
Conda (📥 19K · ⏱️ 29.12.2020):
```
conda install -c conda-forge petl
```

GitHub (👨‍💻 23 · 🔀 99 · 📦 250 · 📋 120 - 1% open · ⏱️ 12.01.2021):
```
git clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 28K / month · ⏱️ 12.01.2021):
```
pip install pyfunctional
```

GitHub (👨‍💻 100 · 🔀 370 · 📋 500 - 39% open · ⏱️ 21.01.2021):
```
git clone https://github.com/tensorflow/tfx
```
PyPi (📥 100K / month · 📦 4 · ⏱️ 06.01.2021):
```
pip install tfx
```

GitHub (👨‍💻 40 · 🔀 220 · 📦 47 · 📋 330 - 20% open · ⏱️ 18.12.2020):
```
git clone https://github.com/Parsely/streamparse
```
PyPi (📥 1.5K / month · 📦 26 · ⏱️ 07.10.2020):
```
pip install streamparse
```

GitHub (👨‍💻 140 · 🔀 390 · 📋 760 - 22% open · ⏱️ 21.01.2021):
```
git clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 330K / month · 📦 6 · ⏱️ 19.01.2021):
```
pip install great_expectations
```

GitHub (👨‍💻 36 · 🔀 110 · 📦 110 · 📋 170 - 36% open · ⏱️ 01.01.2021):
```
git clone https://github.com/python-bonobo/bonobo
```
PyPi (📥 2K / month · 📦 24 · ⏱️ 20.07.2019):
```
pip install bonobo
```

GitHub (👨‍💻 21 · 🔀 190 · 📦 12 · 📋 300 - 45% open · ⏱️ 20.01.2021):
```
git clone https://github.com/ironmussa/Optimus
```
PyPi (📥 4.5K / month · ⏱️ 30.05.2019):
```
pip install optimuspyspark
```

GitHub (👨‍💻 9 · 🔀 43 · 📦 56 · 📋 21 - 4% open · ⏱️ 10.01.2021):
```
git clone https://github.com/svenkreiss/pysparkling
```
PyPi (📥 4.5K / month · 📦 14 · ⏱️ 10.01.2021):
```
pip install pysparkling
```

GitHub (👨‍💻 9 · 🔀 66 · 📋 47 - 25% open · ⏱️ 05.01.2021):
```
git clone https://github.com/cgarciae/pypeln
```
PyPi (📥 2.4K / month · 📦 5 · ⏱️ 05.01.2021):
```
pip install pypeln
```

GitHub (👨‍💻 35 · 🔀 550 · 📦 3 · ⏱️ 25.12.2020):
```
git clone https://github.com/douban/dpark
```
PyPi (📥 10 / month · 📦 1 · ⏱️ 27.07.2018):
```
pip install dpark
```

GitHub (👨‍💻 37 · 🔀 110 · 📦 23 · 📋 180 - 32% open · ⏱️ 13.12.2020):
```
git clone https://github.com/pricingassistant/mrq
```
PyPi (📥 180 / month · 📦 12 · ⏱️ 31.08.2018):
```
pip install mrq
```

GitHub (👨‍💻 8 · 🔀 29 · 📦 23 · 📋 20 - 30% open · ⏱️ 19.01.2021):
```
git clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 730 / month · ⏱️ 09.11.2020):
```
pip install pdpipe
```

GitHub (👨‍💻 19 · 🔀 58 · 📦 19 · 📋 61 - 49% open · ⏱️ 17.12.2020):
```
git clone https://github.com/closeio/tasktiger
```
PyPi (📥 300 / month · 📦 9 · ⏱️ 18.06.2020):
```
pip install tasktiger
```

GitHub (👨‍💻 15 · 🔀 440 · 📦 16 · 📋 99 - 73% open · ⏱️ 20.01.2021):
```
git clone https://github.com/databricks/spark-deep-learning
```

GitHub (👨‍💻 18 · 🔀 72 · 📋 30 - 73% open · ⏱️ 14.08.2020):
```
git clone https://github.com/nerevu/riko
```
PyPi (📥 120 / month · 📦 1 · ⏱️ 14.08.2020):
```
pip install riko
```

GitHub (👨‍💻 10 · 🔀 64 · 📦 12 · 📋 16 - 31% open · ⏱️ 19.12.2020):
```
git clone https://github.com/d6t/d6tflow
```
PyPi (📥 140 / month · ⏱️ 19.12.2020):
```
pip install d6tflow
```

GitHub (👨‍💻 4 · 🔀 9 · ⏱️ 06.01.2021):
```
git clone https://github.com/olirice/flupy
```
PyPi (📥 2.1K / month · ⏱️ 06.01.2021):
```
pip install flupy
```

GitHub (👨‍💻 15 · 🔀 76 · 📦 7 · 📋 17 - 35% open · ⏱️ 31.07.2020):
```
git clone https://github.com/mara/mara-pipelines
```
PyPi (📥 26 / month · ⏱️ 31.07.2020):
```
pip install mara-pipelines
```

GitHub (👨‍💻 28 · 🔀 33 · 📋 100 - 49% open · ⏱️ 20.01.2021):
```
git clone https://github.com/analysiscenter/batchflow
```
PyPi (📥 13 / month · ⏱️ 23.08.2019):
```
pip install batchflow
```

GitHub (👨‍💻 7 · 🔀 24 · 📦 1 · 📋 4 - 25% open · ⏱️ 21.01.2021):
```
git clone https://github.com/maiot-io/zenml
```
PyPi (📥 220 / month · ⏱️ 19.01.2021):
```
pip install zenml
```

ploomber (🥉18 · ⭐ 110) - A convention over configuration workflow orchestrator. Develop.. Apache-2
Botflow (🥉16 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

Distributed Machine Learning

Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.

GitHub (👨‍💻 420 · 🔀 1.2K · 📦 25K · 📋 3.5K - 20% open · ⏱️ 20.01.2021):
```
git clone https://github.com/dask/dask
```
PyPi (📥 1.2M / month · 📦 3.9K · ⏱️ 15.01.2021):
```
pip install dask
```
Conda (📥 2.9M · ⏱️ 16.01.2021):
```
conda install -c conda-forge dask
```

GitHub (👨‍💻 230 · 🔀 510 · 📦 16K · 📋 2K - 36% open · ⏱️ 20.01.2021):
```
git clone https://github.com/dask/distributed
```
PyPi (📥 720K / month · 📦 1.8K · ⏱️ 15.01.2021):
```
pip install distributed
```

Conda (📥 3.5M · ⏱️ 18.01.2021):

conda install -c conda-forge distributed

GitHub (👨‍💻 420 · 🔀 2.3K · 📦 1.5K · 📋 5.8K - 21% open · ⏱️ 21.01.2021):
```
git clone https://github.com/ray-project/ray
```
PyPi (📥 150K / month · 📦 160 · ⏱️ 24.12.2020):
```
pip install ray
```

GitHub (👨‍💻 110 · 🔀 1.7K · 📦 310 · 📋 1.7K - 15% open · ⏱️ 20.01.2021):
```
git clone https://github.com/horovod/horovod
```
PyPi (📥 110K / month · 📦 40 · ⏱️ 07.01.2021):
```
pip install horovod
```

GitHub (👨‍💻 94 · 🔀 730 · 📦 1.4K · 📋 250 - 56% open · ⏱️ 24.08.2020):
```
git clone https://github.com/ipython/ipyparallel
```
PyPi (📥 62K / month · 📦 490 · ⏱️ 05.05.2020):
```
pip install ipyparallel
```

Conda (📥 370K · ⏱️ 14.12.2020):

conda install -c conda-forge ipyparallel

GitHub (👨‍💻 38 · 🔀 120 · 📦 490 · 📋 84 - 85% open · ⏱️ 19.01.2021):
```
git clone https://github.com/tensorflow/mesh
```
PyPi (📥 85K / month · 📦 28 · ⏱️ 17.12.2020):
```
pip install mesh-tensorflow
```

GitHub (👨‍💻 61 · 🔀 180 · 📦 330 · 📋 370 - 46% open · ⏱️ 05.01.2021):
```
git clone https://github.com/dask/dask-ml
```
PyPi (📥 26K / month · 📦 42 · ⏱️ 24.09.2020):
```
pip install dask-ml
```
Conda (📥 190K · ⏱️ 24.09.2020):
```
conda install -c conda-forge dask-ml
```

GitHub (👨‍💻 71 · 🔀 900 · 📦 22 · 📋 900 - 19% open · ⏱️ 21.01.2021):
```
git clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 1.2K / month · 📦 6 · ⏱️ 29.12.2020):
```
pip install bigdl
```

Maven (⏱️ 05.12.2020):

<dependency>
	<groupId>com.intel.analytics.bigdl</groupId>
	<artifactId>bigdl-SPARK_2.4</artifactId>
	<version>[VERSION]</version>
</dependency>

GitHub (👨‍💻 33 · 🔀 930 · 📋 340 - 1% open · ⏱️ 21.12.2020):
```
git clone https://github.com/yahoo/TensorFlowOnSpark
```
PyPi (📥 65K / month · 📦 5 · ⏱️ 18.12.2020):
```
pip install tensorflowonspark
```

GitHub (👨‍💻 13 · 🔀 61 · 📥 810 · 📋 5 - 40% open · ⏱️ 20.01.2021):
```
git clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 130K / month · 📦 700 · ⏱️ 04.11.2019):
```
pip install mpi4py
```
Conda (📥 510K · ⏱️ 19.01.2021):
```
conda install -c conda-forge mpi4py
```

GitHub (👨‍💻 26 · 🔀 290 · 📦 36 · 📋 130 - 18% open · ⏱️ 19.01.2021):
```
git clone https://github.com/maxpumperla/elephas
```
PyPi (📥 7.7K / month · 📦 3 · ⏱️ 19.01.2021):
```
pip install elephas
```

GitHub (👨‍💻 37 · 🔀 180 · 📥 290 · 📦 24 · 📋 230 - 52% open · ⏱️ 20.01.2021):
```
git clone https://github.com/uber/petastorm
```
PyPi (📥 29K / month · ⏱️ 15.12.2020):
```
pip install petastorm
```

GitHub (👨‍💻 39 · 🔀 360 · 📦 8 · 📋 270 - 43% open · ⏱️ 20.01.2021):
```
git clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 1.5K / month · ⏱️ 08.01.2021):
```
pip install deepspeed
```
Docker Hub (📥 6.8K · ⭐ 2 · ⏱️ 20.11.2020):
```
docker pull deepspeed/deepspeed
```

GitHub (👨‍💻 61 · 🔀 490 · 📋 410 - 48% open · ⏱️ 19.01.2021):
```
git clone https://github.com/Azure/mmlspark
```
PyPi (📥 30K / month · ⏱️ 18.03.2020):
```
pip install mmlspark
```

GitHub (👨‍💻 81 · 🔀 630 · 📦 2 · 📋 940 - 45% open · ⏱️ 21.01.2021):
```
git clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (📥 640 / month · ⏱️ 20.01.2021):
```
pip install analytics-zoo
```

GitHub (👨‍💻 9 · 🔀 17 · 📦 76 · 📋 24 - 41% open · ⏱️ 15.01.2021):
```
git clone https://github.com/facebookincubator/submitit
```
PyPi (📥 2.1K / month · ⏱️ 01.12.2020):
```
pip install submitit
```
Conda (📥 810 · ⏱️ 19.11.2020):
```
conda install -c conda-forge submitit
```

GitHub (👨‍💻 16 · 🔀 360 · 📋 210 - 33% open · ⏱️ 18.01.2021):
```
git clone https://github.com/bytedance/byteps
```
PyPi (📥 57 / month · ⏱️ 04.11.2020):
```
pip install byteps
```
Docker Hub (📥 970 · ⏱️ 03.03.2020):
```
docker pull bytepsimage/tensorflow
```

GitHub (👨‍💻 70 · 🔀 570 · 📋 81 - 60% open · ⏱️ 15.01.2021):
```
git clone https://github.com/apache/singa
```
Conda (📥 250 · ⏱️ 20.01.2021):
```
conda install -c nusdbsystem singa
```
Docker Hub (📥 160 · ⭐ 2 · ⏱️ 04.06.2019):
```
docker pull apache/singa
```

GitHub (👨‍💻 19 · 🔀 46 · 📦 2 · 📋 86 - 32% open · ⏱️ 21.01.2021):
```
git clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 1.7K / month · ⏱️ 07.01.2021):
```
pip install fairscale
```

GitHub (👨‍💻 6 · 🔀 42 · 📦 6 · 📋 16 - 43% open · ⏱️ 07.01.2021):
```
git clone https://github.com/Ibotta/sk-dist
```
PyPi (📥 3.3K / month · 📦 2 · ⏱️ 14.05.2020):
```
pip install sk-dist
```

GitHub (👨‍💻 5 · 🔀 89 · 📦 17 · 📋 18 - 72% open · ⏱️ 06.10.2020):
```
git clone https://github.com/uber/fiber
```
PyPi (📥 880 / month · 📦 1 · ⏱️ 09.07.2020):
```
pip install fiber
```

GitHub (👨‍💻 17 · 🔀 56 · 📥 1.4K · 📋 130 - 19% open · ⏱️ 24.07.2020):
```
git clone https://github.com/peterwittek/somoclu
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 25.04.2020):
```
pip install somoclu
```
Conda (📥 39K · ⏱️ 13.10.2020):
```
conda install -c conda-forge somoclu
```

GitHub (👨‍💻 8 · 🔀 30 · 📦 1 · 📋 32 - 46% open · ⏱️ 20.01.2021):
```
git clone https://github.com/learning-at-home/hivemind
```
PyPi (📥 11 / month · 📦 1 · ⏱️ 28.08.2020):
```
pip install hivemind
```

DEAP (🥈28 · ⭐ 4K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
TensorFrames (🥉19 · ⭐ 770 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
LazyCluster (🥉12 · ⭐ 33) - Distributed machine learning made simple. Apache-2

Hyperparameter Optimization & AutoML

Libraries for hyperparameter optimization, automl and neural architecture search.

GitHub (👨‍💻 120 · 🔀 450 · 📦 880 · 📋 660 - 28% open · ⏱️ 21.01.2021):
```
git clone https://github.com/optuna/optuna
```
PyPi (📥 150K / month · 📦 52 · ⏱️ 04.11.2020):
```
pip install optuna
```
Conda (📥 17K · ⏱️ 13.01.2021):
```
conda install -c conda-forge optuna
```

GitHub (👨‍💻 84 · 🔀 840 · 📦 2.5K · 📋 550 - 59% open · ⏱️ 24.12.2020):
```
git clone https://github.com/hyperopt/hyperopt
```
PyPi (📥 370K / month · 📦 500 · ⏱️ 07.10.2020):
```
pip install hyperopt
```
Conda (📥 160K · ⏱️ 14.10.2020):
```
conda install -c conda-forge hyperopt
```

GitHub (👨‍💻 68 · 🔀 370 · 📦 1.3K · 📋 520 - 31% open · ⏱️ 31.12.2020):
```
git clone https://github.com/scikit-optimize/scikit-optimize
```
PyPi (📥 430K / month · 📦 160 · ⏱️ 04.09.2020):
```
pip install scikit-optimize
```

Conda (📥 190K · ⏱️ 04.09.2020):

conda install -c conda-forge scikit-optimize

GitHub (👨‍💻 28 · 🔀 260 · 📦 360 · 📋 280 - 51% open · ⏱️ 09.12.2020):
```
git clone https://github.com/keras-team/keras-tuner
```
PyPi (📥 200K / month · 📦 2 · ⏱️ 20.11.2020):
```
pip install keras-tuner
```

GitHub (👨‍💻 120 · 🔀 1.1K · 📦 79 · 📋 1.1K - 21% open · ⏱️ 20.01.2021):
```
git clone https://github.com/microsoft/nni
```
PyPi (📥 1.7K / month · 📦 16 · ⏱️ 14.01.2021):
```
pip install nni
```

GitHub (👨‍💻 130 · 🔀 1.2K · 📦 140 · 📋 720 - 8% open · ⏱️ 04.01.2021):
```
git clone https://github.com/keras-team/autokeras
```
PyPi (📥 4.6K / month · 📦 7 · ⏱️ 30.11.2020):
```
pip install autokeras
```

GitHub (👨‍💻 49 · 🔀 690 · 📦 660 · 📋 500 - 22% open · ⏱️ 20.01.2021):
```
git clone https://github.com/alteryx/featuretools
```
PyPi (📥 56K / month · 📦 70 · ⏱️ 31.12.2020):
```
pip install featuretools
```

Conda (📥 43K · ⏱️ 05.01.2021):

conda install -c conda-forge featuretools

GitHub (👨‍💻 63 · 🔀 970 · 📦 130 · 📋 680 - 17% open · ⏱️ 04.01.2021):
```
git clone https://github.com/automl/auto-sklearn
```
PyPi (📥 6.3K / month · 📦 30 · ⏱️ 04.01.2021):
```
pip install auto-sklearn
```

GitHub (👨‍💻 27 · 🔀 1.1K · 📥 46 · 📦 570 · 📋 200 - 17% open · ⏱️ 19.12.2020):
```
git clone https://github.com/fmfn/BayesianOptimization
```
PyPi (📥 46K / month · 📦 92 · ⏱️ 16.05.2020):
```
pip install bayesian-optimization
```

GitHub (👨‍💻 50 · 🔀 380 · 📦 44 · 📋 370 - 41% open · ⏱️ 21.01.2021):
```
git clone https://github.com/awslabs/autogluon
```
PyPi (📥 19K / month · ⏱️ 20.01.2021):
```
pip install autogluon
```

GitHub (👨‍💻 50 · 🔀 170 · 📦 74 · 📋 150 - 26% open · ⏱️ 18.01.2021):
```
git clone https://github.com/pytorch/botorch
```
PyPi (📥 24K / month · ⏱️ 08.12.2020):
```
pip install botorch
```

GitHub (👨‍💻 30 · 🔀 150 · 📋 330 - 23% open · ⏱️ 29.10.2020):
```
git clone https://github.com/automl/SMAC3
```
PyPi (📥 8.5K / month · 📦 58 · ⏱️ 29.10.2020):
```
pip install smac
```

GitHub (👨‍💻 42 · 🔀 270 · 📦 120 · 📋 200 - 40% open · ⏱️ 19.01.2021):
```
git clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 6.8K / month · 📦 14 · ⏱️ 19.01.2021):
```
pip install nevergrad
```
Conda (📥 5.7K · ⏱️ 14.12.2020):
```
conda install -c conda-forge nevergrad
```

GitHub (👨‍💻 91 · 🔀 140 · 📦 120 · 📋 210 - 16% open · ⏱️ 17.01.2021):
```
git clone https://github.com/facebook/Ax
```
PyPi (📥 14K / month · 📦 4 · ⏱️ 08.12.2020):
```
pip install ax-platform
```

GitHub (👨‍💻 21 · 🔀 300 · 📋 250 - 35% open · ⏱️ 22.12.2020):
```
git clone https://github.com/maxpumperla/hyperas
```
PyPi (📥 12K / month · 📦 21 · ⏱️ 28.02.2019):
```
pip install hyperas
```

GitHub (👨‍💻 49 · 🔀 220 · 📦 170 · 📋 290 - 34% open · ⏱️ 05.11.2020):
```
git clone https://github.com/SheffieldML/GPyOpt
```
PyPi (📥 4.2K / month · 📦 36 · ⏱️ 19.03.2020):
```
pip install gpyopt
```

GitHub (👨‍💻 19 · 🔀 220 · 📦 110 · 📋 380 - 10% open · ⏱️ 21.11.2020):
```
git clone https://github.com/autonomio/talos
```
PyPi (📥 970 / month · 📦 6 · ⏱️ 09.11.2020):
```
pip install talos
```

GitHub (👨‍💻 18 · 🔀 35 · 📦 39 · 📋 120 - 16% open · ⏱️ 19.01.2021):
```
git clone https://github.com/Epistimio/orion
```
PyPi (📥 1K / month · 📦 8 · ⏱️ 19.01.2021):
```
pip install orion
```

GitHub (👨‍💻 26 · 🔀 500 · 📦 33 · 📋 110 - 57% open · ⏱️ 09.07.2020):
```
git clone https://github.com/tensorflow/adanet
```
PyPi (📥 670 / month · 📦 2 · ⏱️ 09.07.2020):
```
pip install adanet
```

GitHub (👨‍💻 9 · 🔀 73 · 📥 62 · 📦 58 · 📋 93 - 48% open · ⏱️ 11.05.2020):
```
git clone https://github.com/claesenm/optunity
```
PyPi (📥 10K / month · 📦 7 · ⏱️ 30.09.2015):
```
pip install optunity
```

GitHub (👨‍💻 7 · 🔀 39 · 📦 17 · 📋 250 - 47% open · ⏱️ 12.01.2021):
```
git clone https://github.com/Neuraxio/Neuraxle
```
PyPi (📥 330 / month · ⏱️ 20.09.2020):
```
pip install neuraxle
```

GitHub (👨‍💻 7 · 🔀 97 · 📦 9 · 📋 280 - 17% open · ⏱️ 21.01.2021):
```
git clone https://github.com/mljar/mljar-supervised
```
PyPi (📥 2.9K / month · ⏱️ 14.01.2021):
```
pip install mljar-supervised
```

GitHub (👨‍💻 16 · 🔀 59 · 📥 7 · 📋 44 - 52% open · ⏱️ 17.03.2020):
```
git clone https://github.com/williamFalcon/test-tube
```
PyPi (📥 9.2K / month · 📦 5 · ⏱️ 12.12.2018):
```
pip install test_tube
```

GitHub (👨‍💻 6 · 🔀 52 · 📦 13 · 📋 16 - 18% open · ⏱️ 15.01.2021):
```
git clone https://github.com/AutoViML/Auto_ViML
```
PyPi (📥 510 / month · ⏱️ 15.01.2021):
```
pip install autoviml
```

GitHub (👨‍💻 8 · 🔀 77 · 📦 17 · 📋 64 - 65% open · ⏱️ 21.01.2021):
```
git clone https://github.com/shankarpandala/lazypredict
```
PyPi (📥 1.3K / month · ⏱️ 09.07.2020):
```
pip install lazypredict
```

GitHub (👨‍💻 12 · 🔀 72 · 📋 38 - 55% open · ⏱️ 03.07.2020):
```
git clone https://github.com/dragonfly/dragonfly
```
PyPi (📥 2.7K / month · 📦 2 · ⏱️ 03.07.2020):
```
pip install dragonfly-opt
```

GitHub (👨‍💻 4 · 🔀 80 · 📥 270 · 📋 120 - 30% open · ⏱️ 20.01.2021):
```
git clone https://github.com/HunterMcGushion/hyperparameter_hunter
```
PyPi (📥 50 / month · 📦 1 · ⏱️ 06.08.2019):
```
pip install hyperparameter-hunter
```

GitHub (👨‍💻 3 · 🔀 110 · 📦 2 · 📋 39 - 25% open · ⏱️ 06.09.2020):
```
git clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 85 / month · ⏱️ 25.08.2020):
```
pip install alphapy
```

GitHub (👨‍💻 16 · 🔀 120 · 📦 6 · 📋 88 - 19% open · ⏱️ 21.02.2020):
```
git clone https://github.com/HDI-Project/ATM
```
PyPi (📥 39 / month · ⏱️ 24.06.2019):
```
pip install atm
```

GitHub (👨‍💻 2 · 🔀 25 · 📦 7 · 📋 10 - 50% open · ⏱️ 04.04.2020):
```
git clone https://github.com/jmcarpenter2/parfit
```
PyPi (📥 3.9K / month · ⏱️ 11.10.2018):
```
pip install parfit
```

GitHub (👨‍💻 6 · 🔀 440 · 📋 44 - 84% open · ⏱️ 16.06.2020):
```
git clone https://github.com/carpedm20/ENAS-pytorch
```

GitHub (👨‍💻 18 · 🔀 110 · 📋 27 - 25% open · ⏱️ 05.07.2020):
```
git clone https://github.com/joeddav/devol
```

TPOT (🥇29 · ⭐ 7.8K · 📉) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
MLBox (🥈23 · ⭐ 1.2K) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
auto_ml (🥉21 · ⭐ 1.5K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
HpBandSter (🥉19 · ⭐ 440 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3
Advisor (🥉17 · ⭐ 1.3K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
sklearn-deap (🥉17 · ⭐ 620 · 💀) - Use evolutionary algorithms instead of gridsearch in.. MIT
Sherpa (🥉17 · ⭐ 280) - Hyperparameter optimization that enables researchers to experiment,.. ❗️GPL-3.0
Xcessiv (🥉16 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
automl-gs (🥉15 · ⭐ 1.7K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
Auptimizer (🥉13 · ⭐ 160) - An automatic ML model optimization tool. ❗️GPL-3.0
Hypermax (🥉13 · ⭐ 95) - Better, faster hyper-parameter optimization. BSD-3
featurewiz (🥉12 · ⭐ 17 · 🐣) - Use advanced feature engineering strategies and select the.. Apache-2
Hypertunity (🥉10 · ⭐ 120 · 💤) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

Libraries for building and evaluating reinforcement learning & agent-based systems.

GitHub (👨‍💻 270 · 🔀 6.6K · 📦 17K · 📋 1.3K - 18% open · ⏱️ 11.01.2021):
```
git clone https://github.com/openai/gym
```
PyPi (📥 280K / month · 📦 3.6K · ⏱️ 19.12.2020):
```
pip install gym
```

GitHub (👨‍💻 110 · 🔀 3.8K · 📦 280 · 📋 880 - 51% open · ⏱️ 31.01.2020):
```
git clone https://github.com/openai/baselines
```
PyPi (📥 28K / month · 📦 37 · ⏱️ 26.02.2018):
```
pip install baselines
```

GitHub (👨‍💻 130 · 🔀 1.4K · 📥 1.2K · 📋 480 - 9% open · ⏱️ 06.01.2021):
```
git clone https://github.com/tensorlayer/tensorlayer
```
PyPi (📥 2.2K / month · 📦 68 · ⏱️ 19.06.2020):
```
pip install tensorlayer
```

GitHub (👨‍💻 84 · 🔀 450 · 📦 360 · 📋 410 - 24% open · ⏱️ 19.01.2021):
```
git clone https://github.com/tensorflow/agents
```
PyPi (📥 7.3K / month · 📦 12 · ⏱️ 05.01.2021):
```
pip install tf-agents
```

GitHub (👨‍💻 13 · 🔀 1.2K · 📋 140 - 51% open · ⏱️ 18.01.2021):
```
git clone https://github.com/google/dopamine
```
PyPi (📥 52K / month · 📦 31 · ⏱️ 16.10.2020):
```
pip install dopamine-rl
```

GitHub (👨‍💻 43 · 🔀 280 · 📥 10K · 📦 100 · 📋 420 - 21% open · ⏱️ 16.01.2021):
```
git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 380 / month · 📦 12 · ⏱️ 29.10.2020):
```
pip install vizdoom
```

GitHub (👨‍💻 76 · 🔀 470 · 📋 550 - 1% open · ⏱️ 19.01.2021):
```
git clone https://github.com/tensorforce/tensorforce
```
PyPi (📥 680 / month · 📦 23 · ⏱️ 07.09.2019):
```
pip install tensorforce
```

GitHub (👨‍💻 110 · 🔀 560 · 📋 840 - 14% open · ⏱️ 23.12.2020):
```
git clone https://github.com/hill-a/stable-baselines
```
PyPi (📥 7.4K / month · 📦 25 · ⏱️ 05.08.2020):
```
pip install stable-baselines
```

GitHub (👨‍💻 29 · 🔀 180 · 📦 18 · 📋 81 - 45% open · ⏱️ 20.01.2021):
```
git clone https://github.com/deepmind/acme
```
PyPi (📥 540 / month · ⏱️ 24.07.2020):
```
pip install dm-acme
```

GitHub (👨‍💻 73 · 🔀 190 · 📦 13 · 📋 950 - 19% open · ⏱️ 14.01.2021):
```
git clone https://github.com/rlworkgroup/garage
```
PyPi (📥 190 / month · ⏱️ 02.10.2020):
```
pip install garage
```

GitHub (👨‍💻 29 · 🔀 210 · 📦 88 · 📋 220 - 33% open · ⏱️ 09.12.2020):
```
git clone https://github.com/chainer/chainerrl
```
PyPi (📥 500 / month · 📦 14 · ⏱️ 14.02.2020):
```
pip install chainerrl
```

GitHub (👨‍💻 21 · 🔀 410 · 📦 65 · 📋 200 - 26% open · ⏱️ 19.01.2021):
```
git clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 280 / month · ⏱️ 08.01.2021):
```
pip install parl
```

GitHub (👨‍💻 12 · 🔀 370 · 📦 36 · 📋 22 - 27% open · ⏱️ 20.04.2020):
```
git clone https://github.com/deepmind/trfl
```
PyPi (📥 640 / month · 📦 2 · ⏱️ 20.04.2020):
```
pip install trfl
```

GitHub (👨‍💻 34 · 🔀 370 · 📋 260 - 30% open · ⏱️ 15.12.2020):
```
git clone https://github.com/IntelLabs/coach
```
PyPi (📥 120 / month · 📦 1 · ⏱️ 10.10.2019):
```
pip install rl_coach
```

GitHub (👨‍💻 10 · 🔀 60 · 📦 4 · 📋 43 - 51% open · ⏱️ 06.01.2021):
```
git clone https://github.com/pfnet/pfrl
```
PyPi (📥 370 / month · ⏱️ 17.12.2020):
```
pip install pfrl
```

GitHub (👨‍💻 10 · 🔀 40 · 📦 10 · 📋 6 - 50% open · ⏱️ 13.01.2021):
```
git clone https://github.com/deepmind/rlax
```
PyPi (📥 140 / month · ⏱️ 19.02.2020):
```
pip install rlax
```

GitHub (👨‍💻 86 · 🔀 370 · 📋 94 - 21% open · ⏱️ 20.01.2021):
```
git clone https://github.com/facebookresearch/ReAgent
```

keras-rl (🥈26 · ⭐ 4.9K · 💀) - Deep Reinforcement Learning for Keras. MIT
DeepMind Lab (🥉17 · ⭐ 6.4K) - A customisable 3D platform for agent-based AI research. ❗️GPL-2.0

Recommender Systems

Libraries for building and evaluating recommendation systems.

GitHub (👨‍💻 28 · 🔀 450 · 📦 350 · 📋 330 - 23% open · ⏱️ 15.11.2020):
```
git clone https://github.com/benfred/implicit
```
PyPi (📥 92K / month · 📦 22 · ⏱️ 15.09.2020):
```
pip install implicit
```
Conda (📥 180K · ⏱️ 24.11.2020):
```
conda install -c conda-forge implicit
```

GitHub (👨‍💻 42 · 🔀 560 · 📦 380 · 📋 400 - 31% open · ⏱️ 27.11.2020):
```
git clone https://github.com/lyst/lightfm
```
PyPi (📥 86K / month · 📦 28 · ⏱️ 27.11.2020):
```
pip install lightfm
```
Conda (📥 72K · ⏱️ 07.12.2020):
```
conda install -c conda-forge lightfm
```

GitHub (👨‍💻 38 · 🔀 820 · 📦 870 · 📋 320 - 10% open · ⏱️ 05.08.2020):
```
git clone https://github.com/NicolasHug/Surprise
```
PyPi (📥 35K / month · 📦 24 · ⏱️ 19.07.2020):
```
pip install scikit-surprise
```

Conda (📥 150K · ⏱️ 13.10.2020):

conda install -c conda-forge scikit-surprise

GitHub (👨‍💻 17 · 🔀 360 · 📋 220 - 10% open · ⏱️ 19.08.2020):
```
git clone https://github.com/tensorflow/ranking
```
PyPi (📥 18K / month · 📦 1 · ⏱️ 19.08.2020):
```
pip install tensorflow_ranking
```

GitHub (👨‍💻 11 · 🔀 55 · 📦 26 · 📋 29 - 3% open · ⏱️ 04.01.2021):
```
git clone https://github.com/PreferredAI/cornac
```
PyPi (📥 700 / month · 📦 1 · ⏱️ 28.12.2020):
```
pip install cornac
```
Conda (📥 98K · ⏱️ 04.01.2021):
```
conda install -c conda-forge cornac
```

GitHub (👨‍💻 88 · 🔀 1.6K · 📦 1 · 📋 540 - 20% open · ⏱️ 04.01.2021):
```
git clone https://github.com/microsoft/recommenders
```

GitHub (👨‍💻 8 · 🔀 200 · 📦 23 · 📋 120 - 26% open · ⏱️ 04.02.2020):
```
git clone https://github.com/jfkirk/tensorrec
```
PyPi (📥 800 / month · 📦 1 · ⏱️ 02.04.2019):
```
pip install tensorrec
```

GitHub (👨‍💻 19 · 🔀 190 · 📥 370 · 📦 73 · 📋 100 - 42% open · ⏱️ 05.03.2020):
```
git clone https://github.com/ibayer/fastFM
```
PyPi (📥 420 / month · 📦 4 · ⏱️ 23.11.2017):
```
pip install fastfm
```

GitHub (👨‍💻 27 · 🔀 100 · 📋 78 - 30% open · ⏱️ 18.01.2021):
```
git clone https://github.com/RUCAIBox/RecBole
```
PyPi (📥 110 / month · ⏱️ 14.01.2021):
```
pip install recbole
```
Conda (📥 180 · ⏱️ 14.01.2021):
```
conda install -c aibox recbole
```

GitHub (👨‍💻 17 · 🔀 73 · 📦 11 · 📋 82 - 41% open · ⏱️ 20.01.2021):
```
git clone https://github.com/tensorflow/recommenders
```
PyPi (📥 3.3K / month · ⏱️ 21.01.2021):
```
pip install tensorflow-recommenders
```

GitHub (👨‍💻 12 · 🔀 53 · 📦 16 · 📋 14 - 50% open · ⏱️ 03.12.2020):
```
git clone https://github.com/statisticianinstilettos/recmetrics
```
PyPi (📥 700 / month · ⏱️ 10.02.2019):
```
pip install recmetrics
```

GitHub (👨‍💻 11 · 🔀 370 · 📋 110 - 57% open · ⏱️ 09.02.2020):
```
git clone https://github.com/maciejkula/spotlight
```
Conda (📥 5.9K · ⏱️ 27.05.2018):
```
conda install -c maciejkula spotlight
```

GitHub (👨‍💻 10 · 🔀 79 · 📦 1 · 📋 16 - 25% open · ⏱️ 19.02.2020):
```
git clone https://github.com/ylongqi/openrec
```
PyPi (📥 27 / month · 📦 1 · ⏱️ 11.09.2019):
```
pip install openrec
```

GitHub (👨‍💻 10 · 🔀 66 · 📦 5 · 📋 22 - 27% open · ⏱️ 26.05.2020):
```
git clone https://github.com/caserec/CaseRecommender
```
PyPi (📥 39 / month · ⏱️ 20.08.2019):
```
pip install caserecommender
```

Privacy Machine Learning

Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.

GitHub (👨‍💻 330 · 🔀 1.5K · 📋 2.6K - 6% open · ⏱️ 20.01.2021):
```
git clone https://github.com/OpenMined/PySyft
```
PyPi (📥 1.6K / month · 📦 3 · ⏱️ 14.09.2020):
```
pip install syft
```

GitHub (👨‍💻 23 · 🔀 90 · 📥 30 · 📦 11 · 📋 54 - 9% open · ⏱️ 21.01.2021):
```
git clone https://github.com/pytorch/opacus
```
PyPi (📥 1.2K / month · ⏱️ 17.12.2020):
```
pip install opacus
```

GitHub (👨‍💻 35 · 🔀 260 · 📥 41 · 📋 120 - 34% open · ⏱️ 13.01.2021):
```
git clone https://github.com/tensorflow/privacy
```
PyPi (📥 4K / month · 📦 1 · ⏱️ 03.09.2020):
```
pip install tensorflow-privacy
```

GitHub (👨‍💻 28 · 🔀 130 · 📦 46 · 📋 400 - 41% open · ⏱️ 19.08.2020):
```
git clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (📥 310 / month · 📦 8 · ⏱️ 21.10.2019):
```
pip install tf-encrypted
```

GitHub (👨‍💻 50 · 🔀 800 · 📋 800 - 34% open · ⏱️ 17.01.2021):
```
git clone https://github.com/FederatedAI/FATE
```

GitHub (👨‍💻 23 · 🔀 90 · 📦 5 · 📋 46 - 32% open · ⏱️ 20.01.2021):
```
git clone https://github.com/facebookresearch/CrypTen
```
PyPi (📥 68 / month · ⏱️ 05.02.2020):
```
pip install crypten
```

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

GitHub (👨‍💻 250 · 🔀 1.3K · 📦 52K · 📋 1.5K - 37% open · ⏱️ 21.01.2021):
```
git clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 4.7M / month · 📦 3.6K · ⏱️ 12.11.2020):
```
pip install tensorboard
```

Conda (📥 1.6M · ⏱️ 15.01.2021):

conda install -c conda-forge tensorboard

GitHub (👨‍💻 280 · 🔀 1.9K · 📦 1.8K · 📋 1.7K - 39% open · ⏱️ 20.01.2021):
```
git clone https://github.com/mlflow/mlflow
```
PyPi (📥 2.3M / month · 📦 150 · ⏱️ 31.12.2020):
```
pip install mlflow
```
Conda (📥 200K · ⏱️ 11.01.2021):
```
conda install -c conda-forge mlflow
```

GitHub (👨‍💻 200 · 🔀 660 · 📥 18K · 📦 540 · 📋 2.6K - 18% open · ⏱️ 21.01.2021):
```
git clone https://github.com/iterative/dvc
```
PyPi (📥 46K / month · 📦 46 · ⏱️ 05.01.2021):
```
pip install dvc
```
Conda (📥 440K · ⏱️ 05.01.2021):
```
conda install -c conda-forge dvc
```

GitHub (👨‍💻 74 · 🔀 180 · 📦 1.8K · 📋 990 - 34% open · ⏱️ 21.01.2021):
```
git clone https://github.com/wandb/client
```
PyPi (📥 180K / month · 📦 78 · ⏱️ 16.01.2021):
```
pip install wandb
```

GitHub (👨‍💻 160 · 🔀 560 · 📦 570 · 📋 720 - 28% open · ⏱️ 20.01.2021):
```
git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 380K / month · 📦 28 · ⏱️ 20.01.2021):
```
pip install sagemaker
```

GitHub (👨‍💻 35 · 🔀 770 · 📦 4.3K · 📋 270 - 60% open · ⏱️ 30.11.2020):
```
git clone https://github.com/Kaggle/kaggle-api
```
PyPi (📥 200K / month · 📦 560 · ⏱️ 30.11.2020):
```
pip install kaggle
```
Conda (📥 40K · ⏱️ 21.01.2021):
```
conda install -c conda-forge kaggle
```

GitHub (👨‍💻 91 · 🔀 310 · 📦 780 · 📋 490 - 18% open · ⏱️ 12.01.2021):
```
git clone https://github.com/IDSIA/sacred
```
PyPi (📥 10K / month · 📦 150 · ⏱️ 14.12.2020):
```
pip install sacred
```

GitHub (👨‍💻 200 · 🔀 180 · 📦 730 · 📋 520 - 60% open · ⏱️ 19.01.2021):
```
git clone https://github.com/snakemake/snakemake
```
PyPi (📥 7.8K / month · 📦 290 · ⏱️ 15.01.2021):
```
pip install snakemake
```
Conda (📥 270K · ⏱️ 20.01.2021):
```
conda install -c bioconda snakemake
```

GitHub (👨‍💻 44 · 🔀 600 · 📥 350 · 📦 610 · 📋 710 - 22% open · ⏱️ 18.01.2021):
```
git clone https://github.com/pycaret/pycaret
```
PyPi (📥 22K / month · ⏱️ 22.12.2020):
```
pip install pycaret
```

GitHub (👨‍💻 52 · 🔀 1.5K · 📥 390 · 📋 920 - 7% open · ⏱️ 11.01.2021):
```
git clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 260K / month · 📦 60 · ⏱️ 11.01.2021):
```
pip install azureml-sdk
```

GitHub (👨‍💻 64 · 🔀 770 · 📥 290 · 📦 9.8K · 📋 410 - 17% open · ⏱️ 05.07.2020):
```
git clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 280K / month · 📦 1.3K · ⏱️ 31.12.2019):
```
pip install tensorboardX
```

Conda (📥 260K · ⏱️ 06.07.2020):

conda install -c conda-forge tensorboardx

GitHub (👨‍💻 28 · 🔀 310 · 📦 100 · 📋 250 - 43% open · ⏱️ 19.01.2021):
```
git clone https://github.com/Netflix/metaflow
```
PyPi (📥 35K / month · 📦 1 · ⏱️ 29.10.2020):
```
pip install metaflow
```
Conda (📥 10K · ⏱️ 12.11.2020):
```
conda install -c conda-forge metaflow
```

GitHub (👨‍💻 81 · 🔀 270 · 📦 270 · 📋 280 - 6% open · ⏱️ 21.01.2021):
```
git clone https://github.com/catalyst-team/catalyst
```
PyPi (📥 6.3K / month · 📦 38 · ⏱️ 20.12.2020):
```
pip install catalyst
```

GitHub (👨‍💻 35 · 🔀 180 · 📦 510 · 📋 64 - 46% open · ⏱️ 05.01.2021):
```
git clone https://github.com/pytorch/tnt
```
PyPi (📥 8.2K / month · 📦 50 · ⏱️ 29.07.2018):
```
pip install torchnet
```

GitHub (👨‍💻 24 · 🔀 310 · 📥 260 · 📦 10 · 📋 250 - 21% open · ⏱️ 18.01.2021):
```
git clone https://github.com/allegroai/clearml
```
PyPi (📥 1.6K / month · ⏱️ 18.01.2021):
```
pip install clearml
```
Docker Hub (📥 30K · ⏱️ 05.10.2020):
```
docker pull allegroai/trains
```

GitHub (👨‍💻 50 · 🔀 120 · 📦 120 · 📋 180 - 46% open · ⏱️ 21.01.2021):
```
git clone https://github.com/activeloopai/Hub
```
PyPi (📥 1.1K / month · 📦 52 · ⏱️ 15.01.2021):
```
pip install hub
```
Conda (📥 93K · ⏱️ 22.04.2020):
```
conda install -c conda-forge hub
```

GitHub (👨‍💻 11 · 🔀 56 · 📥 1.2K · 📦 65 · 📋 54 - 27% open · ⏱️ 20.01.2021):
```
git clone https://github.com/google/ml-metadata
```
PyPi (📥 230K / month · ⏱️ 15.12.2020):
```
pip install ml-metadata
```

GitHub (👨‍💻 28 · 🔀 440 · 📥 67 · 📦 140 · 📋 340 - 6% open · ⏱️ 19.01.2021):
```
git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 4.7K / month · 📦 10 · ⏱️ 29.12.2020):
```
pip install visualdl
```

GitHub (👨‍💻 13 · 🔀 310 · 📦 45 · 📋 63 - 76% open · ⏱️ 15.01.2021):
```
git clone https://github.com/microsoft/tensorwatch
```
PyPi (📥 12K / month · 📦 6 · ⏱️ 04.03.2020):
```
pip install tensorwatch
```

GitHub (👨‍💻 15 · 🔀 130 · 📦 430 · 📋 72 - 6% open · ⏱️ 16.11.2020):
```
git clone https://github.com/stared/livelossplot
```
PyPi (📥 11K / month · 📦 5 · ⏱️ 24.07.2020):
```
pip install livelossplot
```

GitHub (👨‍💻 18 · 🔀 160 · 📦 130 · 📋 33 - 36% open · ⏱️ 16.03.2020):
```
git clone https://github.com/huggingface/knockknock
```
PyPi (📥 1.2K / month · 📦 3 · ⏱️ 16.03.2020):
```
pip install knockknock
```

Conda (📥 5.3K · ⏱️ 17.03.2020):

conda install -c conda-forge knockknock

GitHub (👨‍💻 16 · 🔀 42 · 📦 25 · 📋 240 - 39% open · ⏱️ 19.01.2021):
```
git clone https://github.com/guildai/guildai
```
PyPi (📥 1.8K / month · ⏱️ 14.01.2021):
```
pip install guildai
```

GitHub (👨‍💻 21 · 🔀 48 · 📦 3 · 📋 240 - 22% open · ⏱️ 20.01.2021):
```
git clone https://github.com/studioml/studio
```
PyPi (📥 1.1K / month · ⏱️ 20.01.2021):
```
pip install studioml
```

GitHub (👨‍💻 22 · 🔀 120 · 📦 16 · 📋 34 - 47% open · ⏱️ 11.05.2020):
```
git clone https://github.com/instacart/lore
```
PyPi (📥 460 / month · 📦 1 · ⏱️ 11.05.2020):
```
pip install lore
```

GitHub (👨‍💻 24 · 🔀 30 · 📦 28 · 📋 29 - 31% open · ⏱️ 20.01.2021):
```
git clone https://github.com/m3dev/gokart
```
PyPi (📥 470 / month · 📦 2 · ⏱️ 25.02.2020):
```
pip install gokart
```

GitHub (👨‍💻 6 · 🔀 33 · 📦 20 · ⏱️ 21.01.2021):
```
git clone https://github.com/lab-ml/labml
```
PyPi (📥 760 / month · ⏱️ 21.01.2021):
```
pip install labml
```

GitHub (👨‍💻 6 · 🔀 190 · 📦 52 · 📋 75 - 57% open · ⏱️ 24.04.2020):
```
git clone https://github.com/waleedka/hiddenlayer
```
PyPi (📥 1.1K / month · 📦 4 · ⏱️ 24.04.2020):
```
pip install hiddenlayer
```

GitHub (👨‍💻 9 · 🔀 46 · 📦 93 · 📋 31 - 51% open · ⏱️ 24.01.2020):
```
git clone https://github.com/awslabs/mxboard
```
PyPi (📥 2.2K / month · 📦 1 · ⏱️ 22.05.2018):
```
pip install mxboard
```

GitHub (👨‍💻 6 · 🔀 26 · 📋 23 - 73% open · ⏱️ 29.07.2020):
```
git clone https://github.com/MrPowers/quinn
```
PyPi (📥 110K / month · 📦 3 · ⏱️ 26.07.2020):
```
pip install quinn
```

GitHub (👨‍💻 8 · 🔀 46 · 📋 41 - 39% open · ⏱️ 13.01.2021):
```
git clone https://github.com/aimhubio/aim
```
PyPi (📥 860 / month · 📦 2 · ⏱️ 07.01.2021):
```
pip install aim
```

TensorBoard Logger (🥉20 · ⭐ 610 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
SKLL (🥉17 · ⭐ 520) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
datmo (🥉16 · ⭐ 330 · 💀) - Open source production model management tool for data scientists. MIT
steppy (🥉15 · ⭐ 130 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
ModelChimp (🥉14 · ⭐ 120) - Experiment tracking for machine and deep learning projects. BSD-2
traintool (🥉10 · ⭐ 9 · 🐣) - Train off-the-shelf machine learning models in one.. Apache-2

Model Serialization & Conversion

Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.

GitHub (👨‍💻 190 · 🔀 1.8K · 📥 10K · 📦 2.4K · 📋 1.4K - 35% open · ⏱️ 19.01.2021):
```
git clone https://github.com/onnx/onnx
```
PyPi (📥 300K / month · 📦 300 · ⏱️ 06.11.2020):
```
pip install onnx
```
Conda (📥 180K · ⏱️ 13.01.2021):
```
conda install -c conda-forge onnx
```

GitHub (👨‍💻 110 · 🔀 320 · 📥 2.3K · 📦 450 · 📋 620 - 50% open · ⏱️ 08.01.2021):
```
git clone https://github.com/apple/coremltools
```
PyPi (📥 38K / month · 📦 130 · ⏱️ 10.10.2020):
```
pip install coremltools
```

GitHub (👨‍💻 61 · 🔀 220 · 📥 180 · 📦 26 · 📋 530 - 24% open · ⏱️ 13.01.2021):
```
git clone https://github.com/pytorch/serve
```
PyPi (📥 2.1K / month · ⏱️ 17.12.2020):
```
pip install torchserve
```
Conda (📥 6.1K · ⏱️ 17.12.2020):
```
conda install -c pytorch torchserve
```
Docker Hub (📥 50K · ⭐ 3 · ⏱️ 18.12.2020):
```
docker pull pytorch/torchserve
```

GitHub (👨‍💻 85 · 🔀 920 · 📥 3.3K · 📦 49 · 📋 590 - 51% open · ⏱️ 14.08.2020):
```
git clone https://github.com/Microsoft/MMdnn
```
PyPi (📥 550 / month · 📦 3 · ⏱️ 24.07.2020):
```
pip install mmdnn
```

GitHub (👨‍💻 12 · 🔀 150 · 📦 4 · 📋 61 - 40% open · ⏱️ 07.10.2020):
```
git clone https://github.com/BayesWitnesses/m2cgen
```
PyPi (📥 8.4K / month · ⏱️ 18.09.2020):
```
pip install m2cgen
```

GitHub (👨‍💻 18 · 🔀 540 · 📋 880 - 20% open · ⏱️ 21.01.2021):
```
git clone https://github.com/cortexlabs/cortex
```
PyPi (📥 690 / month · ⏱️ 21.01.2021):
```
pip install cortex
```

GitHub (👨‍💻 18 · 🔀 160 · 📥 90 · 📦 12 · 📋 180 - 26% open · ⏱️ 13.01.2021):
```
git clone https://github.com/microsoft/hummingbird
```
PyPi (📥 800 / month · ⏱️ 04.01.2021):
```
pip install hummingbird-ml
```

GitHub (👨‍💻 11 · 🔀 110 · 📦 17 · 📋 100 - 37% open · ⏱️ 14.05.2020):
```
git clone https://github.com/nerox8664/pytorch2keras
```
PyPi (📥 370 / month · 📦 1 · ⏱️ 14.05.2020):
```
pip install pytorch2keras
```

GitHub (👨‍💻 4 · 🔀 38 · 📋 33 - 30% open · ⏱️ 08.01.2021):
```
git clone https://github.com/riga/tfdeploy
```
PyPi (📥 43 / month · 📦 2 · ⏱️ 30.03.2017):
```
pip install tfdeploy
```

Larq Compute Engine (🥉17 · ⭐ 120 · 📈) - Highly optimized inference engine for Binarized.. Apache-2
sklearn-porter (🥉16 · ⭐ 950 · 💀) - Transpile trained scikit-learn estimators to C, Java,.. MIT

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

GitHub (👨‍💻 140 · 🔀 1.6K · 📦 1.9K · 📋 1.4K - 64% open · ⏱️ 15.01.2021):
```
git clone https://github.com/slundberg/shap
```
PyPi (📥 760K / month · 📦 140 · ⏱️ 04.11.2020):
```
pip install shap
```
Conda (📥 360K · ⏱️ 16.12.2020):
```
conda install -c conda-forge shap
```

GitHub (👨‍💻 57 · 🔀 1.3K · 📦 1K · 📋 480 - 7% open · ⏱️ 12.01.2021):
```
git clone https://github.com/marcotcr/lime
```
PyPi (📥 160K / month · 📦 130 · ⏱️ 03.04.2020):
```
pip install lime
```
Conda (📥 62K · ⏱️ 28.06.2020):
```
conda install -c conda-forge lime
```

GitHub (👨‍💻 14 · 🔀 280 · 📦 840 · 📋 240 - 53% open · ⏱️ 22.01.2020):
```
git clone https://github.com/TeamHG-Memex/eli5
```
PyPi (📥 220K / month · 📦 96 · ⏱️ 29.08.2019):
```
pip install eli5
```
Conda (📥 86K · ⏱️ 15.06.2020):
```
conda install -c conda-forge eli5
```

GitHub (👨‍💻 62 · 🔀 170 · 📥 98 · 📦 680 · 📋 520 - 20% open · ⏱️ 20.01.2021):
```
git clone https://github.com/arviz-devs/arviz
```
PyPi (📥 110K / month · 📦 36 · ⏱️ 17.01.2021):
```
pip install arviz
```
Conda (📥 170K · ⏱️ 18.01.2021):
```
conda install -c conda-forge arviz
```

GitHub (👨‍💻 23 · 🔀 430 · 📦 60 · 📋 160 - 26% open · ⏱️ 20.01.2021):
```
git clone https://github.com/interpretml/interpret
```
PyPi (📥 9.6K / month · 📦 2 · ⏱️ 20.01.2021):
```
pip install interpret
```

GitHub (👨‍💻 31 · 🔀 290 · 📦 1.7K · 📋 150 - 61% open · ⏱️ 02.12.2020):
```
git clone https://github.com/bmabey/pyLDAvis
```
PyPi (📥 58K / month · 📦 99 · ⏱️ 05.06.2018):
```
pip install pyldavis
```
Conda (📥 21K · ⏱️ 22.06.2018):
```
conda install -c conda-forge pyldavis
```

GitHub (👨‍💻 33 · 🔀 200 · 📋 54 - 40% open · ⏱️ 19.01.2021):
```
git clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 5.8M / month · 📦 10 · ⏱️ 16.12.2020):
```
pip install tensorflow-model-analysis
```

GitHub (👨‍💻 95 · 🔀 470 · 📋 600 - 14% open · ⏱️ 15.01.2021):
```
git clone https://github.com/DistrictDataLabs/yellowbrick
```
PyPi (📥 53K / month · 📦 62 · ⏱️ 09.10.2020):
```
pip install yellowbrick
```

GitHub (👨‍💻 66 · 🔀 200 · 📦 100 · 📋 180 - 24% open · ⏱️ 20.01.2021):
```
git clone https://github.com/pytorch/captum
```
PyPi (📥 7.4K / month · ⏱️ 13.11.2020):
```
pip install captum
```

GitHub (👨‍💻 13 · 🔀 180 · 📦 100 · 📋 80 - 17% open · ⏱️ 25.11.2020):
```
git clone https://github.com/parrt/dtreeviz
```
PyPi (📥 13K / month · 📦 4 · ⏱️ 25.11.2020):
```
pip install dtreeviz
```

GitHub (👨‍💻 34 · 🔀 550 · 📦 410 · 📋 160 - 41% open · ⏱️ 24.11.2020):
```
git clone https://github.com/tensorflow/lucid
```
PyPi (📥 490 / month · 📦 6 · ⏱️ 20.12.2018):
```
pip install lucid
```

GitHub (👨‍💻 37 · 🔀 360 · 📥 19 · 📦 24 · 📋 95 - 14% open · ⏱️ 24.12.2020):
```
git clone https://github.com/Microsoft/dowhy
```
PyPi (📥 7.1K / month · ⏱️ 12.12.2020):
```
pip install dowhy
```
Conda (📥 920 · ⏱️ 13.12.2020):
```
conda install -c conda-forge dowhy
```

GitHub (👨‍💻 41 · 🔀 380 · 📦 62 · 📋 81 - 43% open · ⏱️ 19.01.2021):
```
git clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 2.2K / month · 📦 2 · ⏱️ 02.06.2020):
```
pip install aif360
```

GitHub (👨‍💻 10 · 🔀 580 · 📦 660 · 📋 210 - 53% open · ⏱️ 20.04.2020):
```
git clone https://github.com/raghakot/keras-vis
```
PyPi (📥 1.9K / month · 📦 28 · ⏱️ 06.07.2017):
```
pip install keras-vis
```

GitHub (👨‍💻 15 · 🔀 180 · 📦 66 · 📋 76 - 2% open · ⏱️ 09.01.2021):
```
git clone https://github.com/philipperemy/keract
```
PyPi (📥 1.4K / month · 📦 5 · ⏱️ 22.12.2020):
```
pip install keract
```

GitHub (👨‍💻 10 · 🔀 130 · 📦 120 · 📋 28 - 89% open · ⏱️ 10.01.2021):
```
git clone https://github.com/andosa/treeinterpreter
```
PyPi (📥 62K / month · 📦 18 · ⏱️ 10.01.2021):
```
pip install treeinterpreter
```

GitHub (👨‍💻 14 · 🔀 88 · 📦 58 · 📋 29 - 13% open · ⏱️ 08.01.2021):
```
git clone https://github.com/parrt/random-forest-importances
```
PyPi (📥 12K / month · 📦 2 · ⏱️ 25.11.2020):
```
pip install rfpimp
```

GitHub (👨‍💻 11 · 🔀 100 · 📦 56 · 📋 140 - 47% open · ⏱️ 02.12.2020):
```
git clone https://github.com/SeldonIO/alibi
```
PyPi (📥 2.1K / month · 📦 9 · ⏱️ 20.10.2020):
```
pip install alibi
```

GitHub (👨‍💻 27 · 🔀 170 · 📦 13 · 📋 44 - 59% open · ⏱️ 04.12.2020):
```
git clone https://github.com/Trusted-AI/AIX360
```
PyPi (📥 480 / month · 📦 1 · ⏱️ 28.10.2020):
```
pip install aix360
```

GitHub (👨‍💻 18 · 🔀 170 · 📦 43 · 📋 200 - 35% open · ⏱️ 16.10.2020):
```
git clone https://github.com/albermax/innvestigate
```
PyPi (📥 330 / month · 📦 1 · ⏱️ 14.11.2020):
```
pip install innvestigate
```

GitHub (👨‍💻 29 · 🔀 160 · 📋 190 - 41% open · ⏱️ 20.01.2021):
```
git clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 2.9K / month · 📦 1 · ⏱️ 10.11.2020):
```
pip install fairlearn
```
Conda (📥 8.5K · ⏱️ 11.11.2020):
```
conda install -c conda-forge fairlearn
```

GitHub (👨‍💻 15 · 🔀 63 · 📦 64 · 📋 53 - 62% open · ⏱️ 20.12.2020):
```
git clone https://github.com/dssg/aequitas
```
PyPi (📥 210 / month · 📦 3 · ⏱️ 16.12.2020):
```
pip install aequitas
```

GitHub (👨‍💻 7 · 🔀 97 · 📦 5 · 📋 56 - 5% open · ⏱️ 16.12.2020):
```
git clone https://github.com/marcotcr/checklist
```
PyPi (📥 260 / month · 📦 2 · ⏱️ 21.09.2020):
```
pip install checklist
```

GitHub (👨‍💻 12 · 🔀 69 · 📦 59 · 📋 75 - 45% open · ⏱️ 05.01.2021):
```
git clone https://github.com/sicara/tf-explain
```
PyPi (📥 970 / month · 📦 1 · ⏱️ 14.02.2020):
```
pip install tf-explain
```

GitHub (👨‍💻 11 · 🔀 120 · 📦 43 · 📋 75 - 38% open · ⏱️ 11.11.2020):
```
git clone https://github.com/kundajelab/deeplift
```
PyPi (📥 460 / month · 📦 2 · ⏱️ 11.11.2020):
```
pip install deeplift
```

GitHub (👨‍💻 5 · 🔀 25 · 📦 26 · 📋 35 - 22% open · ⏱️ 28.12.2020):
```
git clone https://github.com/edublancas/sklearn-evaluation
```
PyPi (📥 210 / month · 📦 2 · ⏱️ 28.12.2020):
```
pip install sklearn-evaluation
```

GitHub (👨‍💻 18 · 🔀 90 · 📋 69 - 49% open · ⏱️ 19.01.2021):
```
git clone https://github.com/PAIR-code/what-if-tool
```
PyPi (📥 2.6K / month · ⏱️ 19.01.2021):
```
pip install witwidget
```
NPM (📥 2K / month · ⏱️ 19.01.2021):
```
npm install wit-widget
```

GitHub (👨‍💻 8 · 🔀 37 · 📦 3 · 📋 58 - 15% open · ⏱️ 14.01.2021):
```
git clone https://github.com/oegedijk/explainerdashboard
```
PyPi (📥 1.2K / month · ⏱️ 14.01.2021):
```
pip install explainerdashboard
```

GitHub (👨‍💻 19 · 🔀 49 · 📋 21 - 76% open · ⏱️ 15.01.2021):
```
git clone https://github.com/tensorflow/fairness-indicators
```
PyPi (📥 440 / month · ⏱️ 17.12.2020):
```
pip install fairness-indicators
```

GitHub (👨‍💻 9 · 🔀 64 · 📋 30 - 40% open · ⏱️ 21.01.2021):
```
git clone https://github.com/interpretml/DiCE
```
PyPi (📥 160 / month · ⏱️ 22.09.2020):
```
pip install dice-ml
```

GitHub (👨‍💻 4 · 🔀 28 · 📋 20 - 35% open · ⏱️ 07.01.2021):
```
git clone https://github.com/explainX/explainx
```
PyPi (📥 430 / month · ⏱️ 07.12.2020):
```
pip install explainx
```

GitHub (👨‍💻 10 · 🔀 230 · 📋 54 - 50% open · ⏱️ 17.11.2020):
```
git clone https://github.com/PAIR-code/lit
```
PyPi (📥 130 / month · ⏱️ 17.11.2020):
```
pip install lit-nlp
```

GitHub (👨‍💻 16 · 🔀 97 · 📦 6 · 📋 42 - 4% open · ⏱️ 14.07.2020):
```
git clone https://github.com/tensorflow/tcav
```
PyPi (📥 39 / month · 📦 1 · ⏱️ 10.06.2019):
```
pip install tcav
```

GitHub (👨‍💻 3 · 🔀 40 · 📦 3 · 📋 11 - 9% open · ⏱️ 02.07.2020):
```
git clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 190 / month · ⏱️ 02.07.2020):
```
pip install lofo-importance
```

GitHub (👨‍💻 7 · 🔀 22 · 📦 1 · ⏱️ 21.01.2021):
```
git clone https://github.com/tensorflow/model-card-toolkit
```
PyPi (📥 75 / month · ⏱️ 16.10.2020):
```
pip install model-card-toolkit
```

GitHub (👨‍💻 2 · 🔀 66 · 📦 6 · 📋 27 - 22% open · ⏱️ 29.05.2020):
```
git clone https://github.com/MisaOgura/flashtorch
```
PyPi (📥 140 / month · ⏱️ 29.05.2020):
```
pip install flashtorch
```

GitHub (👨‍💻 8 · 🔀 87 · 📋 54 - 16% open · ⏱️ 10.09.2020):
```
git clone https://github.com/marcotcr/anchor
```
PyPi (📥 440 / month · ⏱️ 26.06.2020):
```
pip install anchor_exp
```

scikit-plot (🥈23 · ⭐ 2K · 💀) - An intuitive library to add plotting functionality to scikit-.. MIT
Skater (🥉20 · ⭐ 970 · 💤) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
DALEX (🥉18 · ⭐ 760) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
XAI (🥉16 · ⭐ 560 · 💀) - XAI - An eXplainability toolbox for machine learning. MIT
imodels (🥉16 · ⭐ 140) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT
contextual-ai (🥉13 · ⭐ 65) - Contextual AI adds explainability to different stages of.. Apache-2
Attribution Priors (🥉11 · ⭐ 71) - Tools for training explainable models using.. MIT

Vector Similarity Search (ANN)

Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.

🔗 ANN Benchmarks ( ⭐ 2K) - Benchmarks of approximate nearest neighbor libraries in Python.

GitHub (👨‍💻 74 · 🔀 2.1K · 📦 300 · 📋 1.4K - 7% open · ⏱️ 20.01.2021):
```
git clone https://github.com/facebookresearch/faiss
```
PyPi (📥 6.8K / month · 📦 6 · ⏱️ 21.01.2021):
```
pip install pymilvus
```
Conda (📥 22K · ⏱️ 12.12.2020):
```
conda install -c conda-forge faiss
```

GitHub (👨‍💻 68 · 🔀 860 · 📦 1.4K · 📋 290 - 9% open · ⏱️ 03.12.2020):
```
git clone https://github.com/spotify/annoy
```
PyPi (📥 220K / month · 📦 360 · ⏱️ 18.09.2020):
```
pip install annoy
```

GitHub (👨‍💻 44 · 🔀 330 · 📦 310 · 📋 360 - 12% open · ⏱️ 08.01.2021):
```
git clone https://github.com/nmslib/nmslib
```
PyPi (📥 55K / month · 📦 52 · ⏱️ 08.01.2021):
```
pip install nmslib
```
Conda (📥 10K · ⏱️ 08.01.2021):
```
conda install -c conda-forge nmslib
```

GitHub (👨‍💻 130 · 🔀 770 · 📋 2.1K - 10% open · ⏱️ 19.01.2021):
```
git clone https://github.com/milvus-io/milvus
```
PyPi (📥 6.8K / month · 📦 6 · ⏱️ 21.01.2021):
```
pip install pymilvus
```
Docker Hub (📥 220K · ⭐ 9 · ⏱️ 06.01.2021):
```
docker pull milvusdb/milvus
```

GitHub (👨‍💻 32 · 🔀 240 · 📋 180 - 43% open · ⏱️ 18.08.2020):
```
git clone https://github.com/nmslib/hnswlib
```
PyPi (📥 14K / month · 📦 2 · ⏱️ 13.07.2020):
```
pip install hnswlib
```

GitHub (👨‍💻 4 · 🔀 98 · 📦 170 · 📋 74 - 32% open · ⏱️ 17.07.2020):
```
git clone https://github.com/plasticityai/magnitude
```
PyPi (📥 4.3K / month · 📦 14 · ⏱️ 25.05.2020):
```
pip install pymagnitude
```

GitHub (👨‍💻 10 · 🔀 44 · 📋 57 - 49% open · ⏱️ 18.01.2021):
```
git clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 23K / month · 📦 3 · ⏱️ 19.11.2020):
```
pip install pynndescent
```

Conda (📥 21K · ⏱️ 19.11.2020):

conda install -c conda-forge pynndescent

GitHub (👨‍💻 10 · 🔀 67 · 📋 76 - 9% open · ⏱️ 21.01.2021):
```
git clone https://github.com/yahoojapan/NGT
```
PyPi (📥 2.8K / month · 📦 3 · ⏱️ 23.09.2020):
```
pip install ngt
```

GitHub (👨‍💻 17 · 🔀 51 · 📦 12 · 📋 39 - 43% open · ⏱️ 21.10.2020):
```
git clone https://github.com/kakao/n2
```
PyPi (📥 340 / month · 📦 2 · ⏱️ 16.10.2020):
```
pip install n2
```

NearPy (🥉20 · ⭐ 660 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
PySparNN (🥉11 · ⭐ 840 · 💀) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3

Probabilistics & Statistics

Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.

GitHub (👨‍💻 300 · 🔀 1.3K · 📥 140 · 📦 2K · 📋 2.1K - 7% open · ⏱️ 21.01.2021):
```
git clone https://github.com/pymc-devs/pymc3
```
PyPi (📥 110K / month · 📦 290 · ⏱️ 21.01.2021):
```
pip install pymc3
```
Conda (📥 240K · ⏱️ 07.12.2020):
```
conda install -c conda-forge pymc3
```

GitHub (👨‍💻 400 · 🔀 840 · 📦 1 · 📋 940 - 44% open · ⏱️ 21.01.2021):
```
git clone https://github.com/tensorflow/probability
```
PyPi (📥 300K / month · 📦 250 · ⏱️ 29.12.2020):
```
pip install tensorflow-probability
```

Conda (📥 29K · ⏱️ 13.03.2020):

conda install -c conda-forge tensorflow-probability

GitHub (👨‍💻 31 · 🔀 600 · 📦 860 · 📋 340 - 18% open · ⏱️ 28.12.2020):
```
git clone https://github.com/hmmlearn/hmmlearn
```
PyPi (📥 110K / month · 📦 210 · ⏱️ 12.09.2020):
```
pip install hmmlearn
```
Conda (📥 58K · ⏱️ 01.11.2020):
```
conda install -c conda-forge hmmlearn
```

GitHub (👨‍💻 66 · 🔀 320 · 📦 190 · 📋 840 - 25% open · ⏱️ 20.01.2021):
```
git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 30K / month · 📦 8 · ⏱️ 19.01.2021):
```
pip install gpytorch
```

GitHub (👨‍💻 100 · 🔀 780 · 📦 360 · 📋 810 - 16% open · ⏱️ 20.01.2021):
```
git clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 6.1K / month · 📦 36 · ⏱️ 17.11.2020):
```
pip install pyro-ppl
```

GitHub (👨‍💻 33 · 🔀 400 · 📦 690 · 📋 170 - 12% open · ⏱️ 04.01.2021):
```
git clone https://github.com/rlabbe/filterpy
```
PyPi (📥 15K / month · 📦 210 · ⏱️ 10.10.2018):
```
pip install filterpy
```
Conda (📥 56K · ⏱️ 05.05.2020):
```
conda install -c conda-forge filterpy
```

GitHub (👨‍💻 68 · 🔀 390 · 📦 210 · 📋 690 - 12% open · ⏱️ 13.01.2021):
```
git clone https://github.com/GPflow/GPflow
```
PyPi (📥 1.9K / month · 📦 17 · ⏱️ 01.12.2020):
```
pip install gpflow
```
Conda (📥 8K · ⏱️ 06.11.2018):
```
conda install -c conda-forge gpflow
```

GitHub (👨‍💻 61 · 🔀 460 · 📦 380 · 📋 570 - 5% open · ⏱️ 09.01.2021):
```
git clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 20K / month · 📦 56 · ⏱️ 09.01.2021):
```
pip install pomegranate
```

Conda (📥 42K · ⏱️ 01.11.2020):

conda install -c conda-forge pomegranate

GitHub (👨‍💻 88 · 🔀 560 · 📥 50 · 📦 180 · 📋 720 - 31% open · ⏱️ 10.01.2021):
```
git clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 22K / month · 📦 12 · ⏱️ 30.12.2020):
```
pip install pgmpy
```

GitHub (👨‍💻 24 · 🔀 140 · 📋 230 - 19% open · ⏱️ 20.01.2021):
```
git clone https://github.com/SALib/SALib
```
PyPi (📥 12K / month · 📦 44 · ⏱️ 19.11.2020):
```
pip install salib
```
Conda (📥 57K · ⏱️ 24.10.2020):
```
conda install -c conda-forge salib
```

GitHub (👨‍💻 15 · 🔀 50 · 📦 8 · 📋 150 - 16% open · ⏱️ 15.01.2021):
```
git clone https://github.com/bambinos/bambi
```
PyPi (📥 190 / month · 📦 3 · ⏱️ 17.12.2020):
```
pip install bambi
```

GitHub (👨‍💻 7 · 🔀 18 · 📥 16 · 📦 100 · 📋 35 - 8% open · ⏱️ 19.10.2020):
```
git clone https://github.com/maximtrp/scikit-posthocs
```
PyPi (📥 6.9K / month · 📦 3 · ⏱️ 12.10.2020):
```
pip install scikit-posthocs
```

GitHub (👨‍💻 13 · 🔀 150 · 📦 17 · 📋 94 - 36% open · ⏱️ 24.08.2020):
```
git clone https://github.com/mattjj/pyhsmm
```
PyPi (📥 47 / month · 📦 4 · ⏱️ 10.05.2017):
```
pip install pyhsmm
```

GitHub (👨‍💻 9 · 🔀 15 · 📦 7 · 📋 110 - 49% open · ⏱️ 21.01.2021):
```
git clone https://github.com/pyro-ppl/funsor
```
PyPi (📥 200 / month · ⏱️ 15.10.2020):
```
pip install funsor
```

GitHub (👨‍💻 8 · 🔀 24 · 📦 6 · 📋 34 - 35% open · ⏱️ 11.12.2020):
```
git clone https://github.com/ElementAI/baal
```
PyPi (📥 110 / month · ⏱️ 03.11.2020):
```
pip install baal
```

GitHub (👨‍💻 7 · 🔀 14 · 📦 3 · 📋 160 - 13% open · ⏱️ 20.01.2021):
```
git clone https://github.com/uber/orbit
```
PyPi (📥 86 / month · ⏱️ 15.11.2020):
```
pip install orbit-ml
```

PyStan (🥈27 · ⭐ 910) - PyStan, the Python interface to Stan. ❗️GPL-3.0
patsy (🥈27 · ⭐ 730 · 💀) - Describing statistical models in Python using symbolic formulas. BSD-2
Edward (🥉24 · ⭐ 4.6K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
pingouin (🥉22 · ⭐ 620) - Statistical package in Python based on Pandas. ❗️GPL-3.0
ZhuSuan (🥉14 · ⭐ 2K · 💀) - A probabilistic programming library for Bayesian deep learning,.. MIT

Adversarial Robustness

Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

GitHub (👨‍💻 110 · 🔀 1.2K · 📦 180 · 📋 490 - 15% open · ⏱️ 20.01.2021):
```
git clone https://github.com/cleverhans-lab/cleverhans
```
PyPi (📥 510 / month · 📦 8 · ⏱️ 27.11.2018):
```
pip install cleverhans
```

GitHub (👨‍💻 30 · 🔀 310 · 📦 160 · 📋 300 - 13% open · ⏱️ 20.12.2020):
```
git clone https://github.com/bethgelab/foolbox
```
PyPi (📥 920 / month · 📦 18 · ⏱️ 26.09.2020):
```
pip install foolbox
```

GitHub (👨‍💻 59 · 🔀 560 · 📦 99 · 📋 400 - 18% open · ⏱️ 11.01.2021):
```
git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```
PyPi (📥 1.8K / month · ⏱️ 09.01.2021):
```
pip install adversarial-robustness-toolbox
```

GitHub (👨‍💻 31 · 🔀 130 · 📦 15 · 📋 110 - 22% open · ⏱️ 15.01.2021):
```
git clone https://github.com/QData/TextAttack
```
PyPi (📥 750 / month · ⏱️ 27.12.2020):
```
pip install textattack
```

GitHub (👨‍💻 11 · 🔀 80 · 📦 32 · 📋 54 - 9% open · ⏱️ 01.12.2020):
```
git clone https://github.com/MadryLab/robustness
```
PyPi (📥 250 / month · 📦 1 · ⏱️ 05.08.2020):
```
pip install robustness
```

GitHub (👨‍💻 19 · 🔀 220 · 📋 32 - 18% open · ⏱️ 26.08.2020):
```
git clone https://github.com/advboxes/AdvBox
```
PyPi (📥 20 / month · ⏱️ 05.12.2018):
```
pip install advbox
```

advertorch (🥉17 · ⭐ 790 · 💤) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
Adversary (🥉13 · ⭐ 340 · 💀) - Tool to generate adversarial text examples and test machine.. MIT

GPU Utilities

Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.

GitHub (👨‍💻 250 · 🔀 430 · 📥 5.8K · 📦 640 · 📋 1.2K - 29% open · ⏱️ 21.01.2021):
```
git clone https://github.com/cupy/cupy
```
PyPi (📥 6.8K / month · 📦 190 · ⏱️ 25.12.2020):
```
pip install cupy
```
Conda (📥 340K · ⏱️ 21.01.2021):
```
conda install -c conda-forge cupy
```
Docker Hub (📥 48K · ⭐ 6 · ⏱️ 21.01.2021):
```
docker pull cupy/cupy
```

GitHub (👨‍💻 68 · 🔀 210 · 📦 710 · 📋 160 - 24% open · ⏱️ 04.01.2021):
```
git clone https://github.com/inducer/pycuda
```
PyPi (📥 12K / month · 📦 290 · ⏱️ 07.10.2020):
```
pip install pycuda
```

GitHub (👨‍💻 10 · 🔀 180 · 📦 580 · 📋 67 - 29% open · ⏱️ 13.01.2021):
```
git clone https://github.com/wookayin/gpustat
```
PyPi (📥 130K / month · 📦 58 · ⏱️ 02.01.2021):
```
pip install gpustat
```
Conda (📥 10K · ⏱️ 24.11.2020):
```
conda install -c conda-forge gpustat
```

GitHub (👨‍💻 77 · 🔀 660 · 📦 430 · 📋 780 - 54% open · ⏱️ 20.01.2021):
```
git clone https://github.com/NVIDIA/apex
```

Conda (📥 29K · ⏱️ 23.11.2020):

conda install -c conda-forge nvidia-apex

GitHub (👨‍💻 80 · 🔀 450 · 📥 610 · 📋 1.5K - 17% open · ⏱️ 11.01.2021):
```
git clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 570 / month · 📦 2 · ⏱️ 18.10.2018):
```
pip install arrayfire
```

GitHub (👨‍💻 6 · 🔀 24 · 📦 220 · 📋 11 - 18% open · ⏱️ 23.04.2020):
```
git clone https://github.com/fbcotter/py3nvml
```
PyPi (📥 88K / month · 📦 20 · ⏱️ 06.04.2020):
```
pip install py3nvml
```
Conda (📥 11K · ⏱️ 10.10.2020):
```
conda install -c conda-forge py3nvml
```

GitHub (👨‍💻 200 · 🔀 470 · 📋 3.3K - 17% open · ⏱️ 21.01.2021):
```
git clone https://github.com/rapidsai/cudf
```
PyPi (📥 600 / month · 📦 4 · ⏱️ 01.06.2020):
```
pip install cudf
```

GitHub (👨‍💻 44 · 🔀 160 · 📦 110 · 📋 200 - 18% open · ⏱️ 13.07.2020):
```
git clone https://github.com/lebedov/scikit-cuda
```
PyPi (📥 510 / month · 📦 31 · ⏱️ 27.05.2019):
```
pip install scikit-cuda
```

GitHub (👨‍💻 54 · 🔀 370 · 📋 780 - 23% open · ⏱️ 21.01.2021):
```
git clone https://github.com/NVIDIA/DALI
```

GitHub (👨‍💻 120 · 🔀 300 · 📋 1.6K - 40% open · ⏱️ 20.01.2021):
```
git clone https://github.com/rapidsai/cuml
```
PyPi (📥 280 / month · ⏱️ 11.04.2019):
```
pip install cuml
```

GitHub (👨‍💻 39 · 🔀 130 · 📋 570 - 43% open · ⏱️ 20.01.2021):
```
git clone https://github.com/BlazingDB/blazingsql
```

Conda (📥 910 · ⏱️ 11.11.2019):

conda install -c blazingsql blazingsql-protocol

GitHub (👨‍💻 55 · 🔀 140 · 📋 560 - 16% open · ⏱️ 20.01.2021):
```
git clone https://github.com/rapidsai/cugraph
```
PyPi (📥 32 / month · ⏱️ 04.04.2019):
```
pip install cugraph
```

GitHub (👨‍💻 3 · 🔀 36 · 📦 3 · 📋 5 - 60% open · ⏱️ 21.02.2020):
```
git clone https://github.com/Santosh-Gupta/SpeedTorch
```
PyPi (📥 65 / month · 📦 2 · ⏱️ 06.01.2020):
```
pip install SpeedTorch
```

GitHub (👨‍💻 9 · 🔀 17 · 📥 29 · 📦 1 · 📋 86 - 48% open · ⏱️ 18.01.2021):
```
git clone https://github.com/EthicalML/vulkan-kompute
```
PyPi (📥 100 / month · ⏱️ 11.11.2020):
```
pip install kp
```

GitHub (👨‍💻 28 · 🔀 57 · 📋 98 - 17% open · ⏱️ 19.01.2021):
```
git clone https://github.com/rapidsai/cusignal
```

GPUtil (🥈22 · ⭐ 660 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
nvidia-ml-py3 (🥉17 · ⭐ 61 · 💀) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
ipyexperiments (🥉16 · ⭐ 120) - jupyter/ipython experiment containers for GPU and.. Apache-2

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

GitHub (👨‍💻 230 · 🔀 2.7K · 📦 890 · 📋 1.2K - 45% open · ⏱️ 16.11.2020):
```
git clone https://github.com/tensorflow/tensor2tensor
```
PyPi (📥 75K / month · 📦 82 · ⏱️ 17.06.2020):
```
pip install tensor2tensor
```

GitHub (👨‍💻 67 · 🔀 1.4K · 📦 5.1K · 📋 540 - 8% open · ⏱️ 19.01.2021):
```
git clone https://github.com/tensorflow/hub
```
PyPi (📥 730K / month · 📦 310 · ⏱️ 06.01.2021):
```
pip install tensorflow-hub
```

Conda (📥 49K · ⏱️ 24.08.2020):

conda install -c conda-forge tensorflow-hub

GitHub (👨‍💻 140 · 🔀 420 · 📦 2K · 📋 780 - 21% open · ⏱️ 21.01.2021):
```
git clone https://github.com/tensorflow/addons
```
PyPi (📥 210K / month · 📦 18 · ⏱️ 23.12.2020):
```
pip install tensorflow-addons
```

GitHub (👨‍💻 27 · 🔀 160 · 📦 400 · 📋 150 - 22% open · ⏱️ 21.01.2021):
```
git clone https://github.com/tensorflow/transform
```
PyPi (📥 6.5M / month · 📦 84 · ⏱️ 16.12.2020):
```
pip install tensorflow-transform
```

GitHub (👨‍💻 8 · 🔀 380 · 📥 140K · 📦 490 · 📋 100 - 47% open · ⏱️ 15.09.2020):
```
git clone https://github.com/qubvel/efficientnet
```
PyPi (📥 72K / month · 📦 2 · ⏱️ 15.09.2020):
```
pip install efficientnet
```

GitHub (👨‍💻 43 · 🔀 210 · 📦 540 · 📋 160 - 44% open · ⏱️ 21.01.2021):
```
git clone https://github.com/tensorflow/model-optimization
```
PyPi (📥 52K / month · 📦 3 · ⏱️ 14.09.2020):
```
pip install tensorflow-model-optimization
```

GitHub (👨‍💻 72 · 🔀 140 · 📦 94 · 📋 380 - 28% open · ⏱️ 20.01.2021):
```
git clone https://github.com/tensorflow/io
```
PyPi (📥 47K / month · ⏱️ 15.12.2020):
```
pip install tensorflow-io
```

GitHub (👨‍💻 16 · 🔀 43 · 📦 17 · 📋 71 - 64% open · ⏱️ 15.01.2021):
```
git clone https://github.com/tensorflow/cloud
```
PyPi (📥 92K / month · ⏱️ 06.01.2021):
```
pip install tensorflow-cloud
```

GitHub (👨‍💻 26 · 🔀 140 · 📦 23 · 📋 43 - 11% open · ⏱️ 15.01.2021):
```
git clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 2.1K / month · ⏱️ 18.08.2020):
```
pip install neural-structured-learning
```

GitHub (👨‍💻 6 · 🔀 180 · 📦 30 · 📋 56 - 25% open · ⏱️ 02.01.2021):
```
git clone https://github.com/taehoonlee/tensornets
```
PyPi (📥 270 / month · 📦 2 · ⏱️ 31.03.2020):
```
pip install tensornets
```

GitHub (👨‍💻 10 · 🔀 170 · 📦 9 · 📋 37 - 45% open · ⏱️ 22.05.2020):
```
git clone https://github.com/geffy/tffm
```
PyPi (📥 1.2K / month · 📦 1 · ⏱️ 27.01.2018):
```
pip install tffm
```

GitHub (👨‍💻 9 · 🔀 150 · 📋 55 - 1% open · ⏱️ 19.01.2021):
```
git clone https://github.com/tensorflow/compression
```
PyPi (📥 380 / month · 📦 1 · ⏱️ 06.01.2021):
```
pip install tensorflow-compression
```

GitHub (👨‍💻 12 · 🔀 130 · 📦 13 · 📋 21 - 52% open · ⏱️ 01.10.2020):
```
git clone https://github.com/PAIR-code/saliency
```
PyPi (📥 140 / month · ⏱️ 26.09.2019):
```
pip install saliency
```

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

GitHub (👨‍💻 51 · 🔀 1.1K · 📦 3.8K · 📋 450 - 10% open · ⏱️ 03.11.2020):
```
git clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 630K / month · 📦 280 · ⏱️ 09.06.2020):
```
pip install imbalanced-learn
```

Conda (📥 110K · ⏱️ 14.06.2020):

conda install -c conda-forge imbalanced-learn

GitHub (👨‍💻 79 · 🔀 690 · 📦 2.4K · 📋 360 - 27% open · ⏱️ 09.01.2021):
```
git clone https://github.com/rasbt/mlxtend
```
PyPi (📥 170K / month · 📦 190 · ⏱️ 26.11.2020):
```
pip install mlxtend
```
Conda (📥 150K · ⏱️ 26.11.2020):
```
conda install -c conda-forge mlxtend
```

GitHub (👨‍💻 34 · 🔀 290 · 📋 200 - 32% open · ⏱️ 31.07.2020):
```
git clone https://github.com/scikit-learn-contrib/category_encoders
```
PyPi (📥 180K / month · 📦 23 · ⏱️ 14.10.2018):
```
pip install category_encoders
```

Conda (📥 92K · ⏱️ 29.04.2020):

conda install -c conda-forge category_encoders

GitHub (👨‍💻 1 · 🔀 81 · 📦 260 · 📋 10 - 70% open · ⏱️ 23.12.2020):
```
git clone https://github.com/yzhao062/combo
```
PyPi (📥 73K / month · ⏱️ 23.12.2020):
```
pip install combo
```

GitHub (👨‍💻 16 · 🔀 190 · 📦 72 · 📋 85 - 57% open · ⏱️ 04.01.2021):
```
git clone https://github.com/scikit-learn-contrib/lightning
```
PyPi (📥 340 / month · 📦 5 · ⏱️ 16.12.2020):
```
pip install sklearn-contrib-lightning
```

Conda (📥 130K · ⏱️ 20.12.2020):

conda install -c conda-forge sklearn-contrib-lightning

GitHub (👨‍💻 8 · 🔀 440 · 📦 25 · 📋 83 - 25% open · ⏱️ 07.01.2021):
```
git clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 880 / month · 📦 3 · ⏱️ 20.11.2020):
```
pip install scikit-opt
```

GitHub (👨‍💻 11 · 🔀 140 · 📦 640 · 📋 110 - 3% open · ⏱️ 27.08.2020):
```
git clone https://github.com/iskandr/fancyimpute
```
PyPi (📥 4.4K / month · 📦 21 · ⏱️ 16.07.2020):
```
pip install fancyimpute
```

GitHub (👨‍💻 38 · 🔀 64 · 📦 15 · 📋 200 - 9% open · ⏱️ 14.01.2021):
```
git clone https://github.com/koaning/scikit-lego
```
PyPi (📥 900 / month · ⏱️ 04.01.2021):
```
pip install scikit-lego
```

Conda (📥 7.6K · ⏱️ 02.11.2020):

conda install -c conda-forge scikit-lego

GitHub (👨‍💻 4 · 🔀 44 · 📦 99 · 📋 11 - 9% open · ⏱️ 12.09.2020):
```
git clone https://github.com/trent-b/iterative-stratification
```
PyPi (📥 2.8K / month · ⏱️ 12.08.2018):
```
pip install iterative-stratification
```

GitHub (👨‍💻 2 · 🔀 32 · 📦 18 · 📋 14 - 78% open · ⏱️ 09.01.2021):
```
git clone https://github.com/scikit-tda/scikit-tda
```
PyPi (📥 4.3K / month · ⏱️ 09.01.2021):
```
pip install scikit-tda
```

GitHub (👨‍💻 12 · 🔀 66 · 📦 13 · 📋 130 - 9% open · ⏱️ 01.01.2021):
```
git clone https://github.com/scikit-learn-contrib/DESlib
```
PyPi (📥 120 / month · ⏱️ 18.02.2019):
```
pip install deslib
```

GitHub (👨‍💻 5 · 🔀 31 · 📦 6 · 📋 74 - 36% open · ⏱️ 24.12.2020):
```
git clone https://github.com/skggm/skggm
```
PyPi (📥 100 / month · 📦 1 · ⏱️ 12.09.2018):
```
pip install skggm
```

sklearn-crfsuite (🥈24 · ⭐ 360 · 💀) - scikit-learn inspired API for CRFsuite. MIT
scikit-multilearn (🥈22 · ⭐ 620 · 💀) - A scikit-learn based module for multi-label et. al… BSD-2
skope-rules (🥉20 · ⭐ 350) - machine learning with logical rules in Python. ❗️BSD-1-Clause
celer (🥉17 · ⭐ 100) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
dabl (🥉16 · ⭐ 62) - Data Analysis Baseline Library. BSD-3

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

GitHub (👨‍💻 22 · 🔀 1.6K · 📦 840 · 📋 170 - 49% open · ⏱️ 16.04.2020):
```
git clone https://github.com/Cadene/pretrained-models.pytorch
```
PyPi (📥 30K / month · 📦 100 · ⏱️ 29.10.2018):
```
pip install pretrainedmodels
```

GitHub (👨‍💻 19 · 🔀 150 · 📦 100 · 📋 33 - 30% open · ⏱️ 21.01.2021):
```
git clone https://github.com/jettify/pytorch-optimizer
```
PyPi (📥 11K / month · ⏱️ 01.01.2021):
```
pip install torch_optimizer
```

GitHub (👨‍💻 19 · 🔀 570 · 📦 57 · 📋 120 - 11% open · ⏱️ 19.01.2021):
```
git clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 2K / month · ⏱️ 19.01.2021):
```
pip install torchdiffeq
```

GitHub (👨‍💻 11 · 🔀 340 · 📦 1.8K · 📋 140 - 73% open · ⏱️ 07.08.2020):
```
git clone https://github.com/sksq96/pytorch-summary
```
PyPi (📥 33K / month · 📦 120 · ⏱️ 26.09.2018):
```
pip install torchsummary
```

GitHub (👨‍💻 12 · 🔀 360 · 📦 46 · 📋 200 - 15% open · ⏱️ 21.01.2021):
```
git clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (📥 3.5K / month · ⏱️ 21.01.2021):
```
pip install pytorch-metric-learning
```

Conda (📥 1.1K · ⏱️ 12.01.2021):

conda install -c metric-learning pytorch-metric-learning

GitHub (👨‍💻 21 · 🔀 280 · 📦 15 · 📋 100 - 47% open · ⏱️ 17.12.2020):
```
git clone https://github.com/asappresearch/sru
```
PyPi (📥 1.8K / month · 📦 1 · ⏱️ 17.12.2020):
```
pip install sru
```

GitHub (👨‍💻 21 · 🔀 1K · 📥 300K · 📋 220 - 47% open · ⏱️ 09.10.2020):
```
git clone https://github.com/lukemelas/EfficientNet-PyTorch
```
PyPi (📥 29K / month · 📦 7 · ⏱️ 26.08.2020):
```
pip install efficientnet-pytorch
```

GitHub (👨‍💻 5 · 🔀 170 · 📦 29 · ⏱️ 30.11.2020):
```
git clone https://github.com/rwightman/gen-efficientnet-pytorch
```
PyPi (📥 1.4K / month · ⏱️ 20.08.2020):
```
pip install geffnet
```

GitHub (👨‍💻 10 · 🔀 130 · 📦 25 · 📋 88 - 21% open · ⏱️ 25.11.2020):
```
git clone https://github.com/tristandeleu/pytorch-meta
```
PyPi (📥 440 / month · ⏱️ 25.11.2020):
```
pip install torchmeta
```

GitHub (👨‍💻 12 · 🔀 44 · 📋 85 - 40% open · ⏱️ 19.01.2021):
```
git clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 4.1K / month · 📦 17 · ⏱️ 02.11.2020):
```
pip install torch-sparse
```

GitHub (👨‍💻 9 · 🔀 170 · 📋 93 - 1% open · ⏱️ 11.12.2020):
```
git clone https://github.com/lucidrains/reformer-pytorch
```
PyPi (📥 940 / month · ⏱️ 06.12.2020):
```
pip install reformer-pytorch
```

GitHub (👨‍💻 14 · 🔀 73 · 📋 170 - 34% open · ⏱️ 19.01.2021):
```
git clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 4.6K / month · 📦 16 · ⏱️ 22.02.2020):
```
pip install torch-scatter
```

GitHub (👨‍💻 5 · 🔀 71 · 📋 17 - 17% open · ⏱️ 14.01.2021):
```
git clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (📥 5.1K / month · 📦 1 · ⏱️ 14.01.2021):
```
pip install pytorch_toolbelt
```

GitHub (👨‍💻 17 · 🔀 140 · 📋 130 - 24% open · ⏱️ 12.01.2021):
```
git clone https://github.com/dreamquark-ai/tabnet
```
PyPi (📥 2.2K / month · ⏱️ 12.01.2021):
```
pip install pytorch-tabnet
```

GitHub (👨‍💻 6 · 🔀 73 · 📦 28 · 📋 71 - 33% open · ⏱️ 28.10.2020):
```
git clone https://github.com/facebookresearch/higher
```
PyPi (📥 640 / month · ⏱️ 14.07.2020):
```
pip install higher
```

GitHub (👨‍💻 3 · 🔀 130 · 📋 23 - 34% open · ⏱️ 18.11.2020):
```
git clone https://github.com/lucidrains/lambda-networks
```
PyPi (📥 1.4K / month · ⏱️ 20.10.2020):
```
pip install lambda-networks
```

GitHub (👨‍💻 2 · 🔀 24 · 📦 1 · 📋 16 - 25% open · ⏱️ 07.01.2021):
```
git clone https://github.com/parrt/tensor-sensor
```
PyPi (📥 210 / month · ⏱️ 03.12.2020):
```
pip install tensor-sensor
```

GitHub (👨‍💻 4 · 🔀 60 · 📦 8 · 📋 49 - 34% open · ⏱️ 17.01.2021):
```
git clone https://github.com/lucidrains/performer-pytorch
```
PyPi (📥 690 / month · ⏱️ 17.01.2021):
```
pip install performer-pytorch
```

GitHub (👨‍💻 4 · 🔀 35 · 📦 2 · 📋 11 - 18% open · ⏱️ 24.09.2020):
```
git clone https://github.com/achaiah/pywick
```
PyPi (📥 180 / month · ⏱️ 20.01.2020):
```
pip install pywick
```

GitHub (👨‍💻 42 · 🔀 440 · 📋 74 - 17% open · ⏱️ 05.01.2021):
```
git clone https://github.com/geohot/tinygrad
```

GitHub (👨‍💻 4 · 🔀 55 · 📋 32 - 18% open · ⏱️ 05.01.2021):
```
git clone https://github.com/google-research/torchsde
```

GitHub (👨‍💻 1 · 🔀 48 · 📋 13 - 53% open · ⏱️ 15.01.2021):
```
git clone https://github.com/abhishekkrthakur/tez
```
PyPi (📥 1.1K / month · ⏱️ 26.12.2020):
```
pip install tez
```

GitHub (👨‍💻 2 · 🔀 110 · 📋 5 - 40% open · ⏱️ 18.04.2020):
```
git clone https://github.com/karpathy/micrograd
```
PyPi (📥 18 / month · ⏱️ 18.04.2020):
```
pip install micrograd
```

GitHub (👨‍💻 12 · 🔀 69 · 📋 35 - 37% open · ⏱️ 20.01.2021):
```
git clone https://github.com/harvardnlp/pytorch-struct
```

AdaBound (🥉19 · ⭐ 2.8K · 💀) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
Poutyne (🥉19 · ⭐ 420) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
Antialiased CNNs (🥉17 · ⭐ 1.3K) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0

Database Clients

Libraries for connecting to, operating, and querying databases.

🔗 best-of-python - DB Clients ( ⭐ 820) - Collection of database clients for python.

Others

GitHub (👨‍💻 1.1K · 🔀 3.5K · 📥 300K · 📦 290K · 📋 7.3K - 21% open · ⏱️ 21.01.2021):
```
git clone https://github.com/scipy/scipy
```
PyPi (📥 13M / month · 📦 87K · ⏱️ 22.12.2020):
```
pip install scipy
```
Conda (📥 12M · ⏱️ 12.01.2021):
```
conda install -c conda-forge scipy
```

GitHub (👨‍💻 1K · 🔀 3.2K · 📥 410K · 📦 28K · 📋 11K - 35% open · ⏱️ 21.01.2021):
```
git clone https://github.com/sympy/sympy
```
PyPi (📥 500K / month · 📦 6.4K · ⏱️ 12.12.2020):
```
pip install sympy
```
Conda (📥 1.3M · ⏱️ 08.01.2021):
```
conda install -c conda-forge sympy
```

GitHub (👨‍💻 22 · 🔀 840 · 📦 460 · 📋 180 - 55% open · ⏱️ 12.01.2021):
```
git clone https://github.com/yzhao062/pyod
```
PyPi (📥 74K / month · 📦 6 · ⏱️ 12.01.2021):
```
pip install pyod
```

GitHub (👨‍💻 48 · 🔀 390 · 📋 190 - 48% open · ⏱️ 19.01.2021):
```
git clone https://github.com/keras-team/keras-preprocessing
```
PyPi (📥 3.3M / month · 📦 2.7K · ⏱️ 14.05.2020):
```
pip install keras-preprocessing
```

Conda (📥 770K · ⏱️ 15.01.2021):

conda install -c conda-forge keras-preprocessing

GitHub (👨‍💻 9 · 🔀 22 · 📦 7.9K · 📋 21 - 28% open · ⏱️ 07.12.2020):
```
git clone https://github.com/explosion/cython-blis
```
PyPi (📥 730K / month · 📦 390 · ⏱️ 07.12.2020):
```
pip install blis
```

Conda (📥 390K · ⏱️ 07.12.2020):

conda install -c conda-forge cython-blis

GitHub (👨‍💻 65 · 🔀 340 · 📦 710 · 📋 370 - 61% open · ⏱️ 18.01.2021):
```
git clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (📥 99K / month · 📦 120 · ⏱️ 19.03.2020):
```
pip install hdbscan
```
Conda (📥 510K · ⏱️ 02.11.2020):
```
conda install -c conda-forge hdbscan
```

GitHub (👨‍💻 82 · 🔀 200 · 📦 450 · 📋 260 - 19% open · ⏱️ 21.01.2021):
```
git clone https://github.com/inducer/pyopencl
```
PyPi (📥 4.7K / month · 📦 240 · ⏱️ 20.11.2020):
```
pip install pyopencl
```
Conda (📥 300K · ⏱️ 13.01.2021):
```
conda install -c conda-forge pyopencl
```

GitHub (👨‍💻 85 · 🔀 1.1K · 📦 49 · 📋 1.5K - 36% open · ⏱️ 21.01.2021):
```
git clone https://github.com/streamlit/streamlit
```
PyPi (📥 100K / month · 📦 34 · ⏱️ 07.01.2021):
```
pip install streamlit
```

GitHub (👨‍💻 120 · 🔀 1.6K · 📦 55 · 📋 2.9K - 9% open · ⏱️ 22.12.2020):
```
git clone https://github.com/carla-simulator/carla
```
PyPi (📥 460 / month · 📦 2 · ⏱️ 28.04.2019):
```
pip install carla
```

GitHub (👨‍💻 42 · 🔀 240 · 📥 24 · 📦 340 · 📋 950 - 22% open · ⏱️ 19.01.2021):
```
git clone https://github.com/simonw/datasette
```
PyPi (📥 4K / month · 📦 70 · ⏱️ 19.01.2021):
```
pip install datasette
```

GitHub (👨‍💻 47 · 🔀 130 · 📦 48 · 📋 640 - 15% open · ⏱️ 06.01.2021):
```
git clone https://github.com/serge-sans-paille/pythran
```
PyPi (📥 4.7K / month · 📦 13 · ⏱️ 11.12.2020):
```
pip install pythran
```
Conda (📥 120K · ⏱️ 15.12.2020):
```
conda install -c conda-forge pythran
```

GitHub (👨‍💻 47 · 🔀 130 · 📦 480 · 📋 640 - 8% open · ⏱️ 01.04.2020):
```
git clone https://github.com/wireservice/agate
```
PyPi (📥 150K / month · 📦 92 · ⏱️ 11.03.2018):
```
pip install agate
```
Conda (📥 59K · ⏱️ 19.08.2018):
```
conda install -c conda-forge agate
```

GitHub (👨‍💻 26 · 🔀 180 · 📥 280 · 📦 170 · 📋 640 - 8% open · ⏱️ 03.12.2020):
```
git clone https://github.com/annoviko/pyclustering
```
PyPi (📥 17K / month · 📦 36 · ⏱️ 25.11.2020):
```
pip install pyclustering
```

Conda (📥 12K · ⏱️ 30.11.2020):

conda install -c conda-forge pyclustering

GitHub (👨‍💻 56 · 🔀 520 · 📦 20 · 📋 150 - 34% open · ⏱️ 21.01.2021):
```
git clone https://github.com/google/trax
```
PyPi (📥 3.1K / month · ⏱️ 18.12.2020):
```
pip install trax
```

GitHub (👨‍💻 140 · 🔀 900 · 📦 35 · 📋 1.2K - 28% open · ⏱️ 20.01.2021):
```
git clone https://github.com/deepchem/deepchem
```
PyPi (📥 1.5K / month · 📦 4 · ⏱️ 19.01.2021):
```
pip install deepchem
```

GitHub (👨‍💻 23 · 🔀 240 · 📦 11 · 📋 150 - 12% open · ⏱️ 20.01.2021):
```
git clone https://github.com/uber/causalml
```
PyPi (📥 8.5K / month · ⏱️ 23.10.2020):
```
pip install causalml
```

GitHub (👨‍💻 38 · 🔀 370 · 📦 43 · 📋 250 - 3% open · ⏱️ 11.11.2020):
```
git clone https://github.com/tableau/TabPy
```
PyPi (📥 1.6K / month · ⏱️ 11.11.2020):
```
pip install tabpy
```

GitHub (👨‍💻 16 · 🔀 340 · 📦 420 · 📋 120 - 15% open · ⏱️ 04.11.2020):
```
git clone https://github.com/nicodv/kmodes
```
PyPi (📥 48K / month · 📦 13 · ⏱️ 25.02.2020):
```
pip install kmodes
```

GitHub (👨‍💻 39 · 🔀 210 · 📥 52 · 📋 280 - 17% open · ⏱️ 21.01.2021):
```
git clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (📥 1.6K / month · 📦 20 · ⏱️ 27.11.2020):
```
pip install pennylane
```

GitHub (👨‍💻 87 · 🔀 120 · 📦 75 · 📋 370 - 24% open · ⏱️ 31.12.2020):
```
git clone https://github.com/ericmjl/pyjanitor
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 03.10.2020):
```
pip install pyjanitor
```
Conda (📥 77K · ⏱️ 04.10.2020):
```
conda install -c conda-forge pyjanitor
```

GitHub (👨‍💻 14 · 🔀 64 · 📦 1.5K · 📋 19 - 57% open · ⏱️ 08.06.2020):
```
git clone https://github.com/minrk/findspark
```
PyPi (📥 520K / month · 📦 200 · ⏱️ 08.06.2020):
```
pip install findspark
```
Conda (📥 480K · ⏱️ 06.07.2018):
```
conda install -c conda-forge findspark
```

GitHub (👨‍💻 40 · 🔀 68 · 📋 2.9K - 24% open · ⏱️ 21.01.2021):
```
git clone https://github.com/datalad/datalad
```
PyPi (📥 1.3K / month · 📦 26 · ⏱️ 14.12.2020):
```
pip install datalad
```
Conda (📥 77K · ⏱️ 04.01.2021):
```
conda install -c conda-forge datalad
```

GitHub (👨‍💻 32 · 🔀 1K · 📥 440 · 📦 78 · 📋 650 - 41% open · ⏱️ 20.01.2021):
```
git clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi (📥 1.5K / month · ⏱️ 06.01.2021):
```
pip install paddlehub
```

GitHub (👨‍💻 14 · 🔀 120 · 📦 60 · 📋 64 - 7% open · ⏱️ 20.01.2021):
```
git clone https://github.com/gradio-app/gradio
```
PyPi (📥 1.4K / month · 📦 1 · ⏱️ 23.12.2020):
```
pip install gradio
```

GitHub (👨‍💻 19 · 🔀 200 · 📦 120 · 📋 160 - 30% open · ⏱️ 04.08.2020):
```
git clone https://github.com/scikit-learn-contrib/metric-learn
```
PyPi (📥 14K / month · 📦 9 · ⏱️ 02.07.2020):
```
pip install metric-learn
```

GitHub (👨‍💻 38 · 🔀 190 · 📋 120 - 20% open · ⏱️ 03.01.2021):
```
git clone https://github.com/tensorly/tensorly
```
PyPi (📥 2.3K / month · 📦 20 · ⏱️ 07.12.2020):
```
pip install tensorly
```
Conda (📥 110K · ⏱️ 07.12.2020):
```
conda install -c conda-forge tensorly
```

GitHub (👨‍💻 42 · 🔀 230 · 📦 87 · 📋 170 - 9% open · ⏱️ 03.01.2021):
```
git clone https://github.com/ljvmiranda921/pyswarms
```
PyPi (📥 4.5K / month · ⏱️ 03.01.2021):
```
pip install pyswarms
```

GitHub (👨‍💻 1 · 🔀 26 · 📦 250 · 📋 5 - 60% open · ⏱️ 19.01.2021):
```
git clone https://github.com/yzhao062/SUOD
```
PyPi (📥 73K / month · ⏱️ 15.01.2021):
```
pip install suod
```

GitHub (👨‍💻 17 · 🔀 240 · 📦 3 · 📋 750 - 15% open · ⏱️ 21.01.2021):
```
git clone https://github.com/mars-project/mars
```
PyPi (📥 2.2K / month · ⏱️ 17.01.2021):
```
pip install pymars
```

GitHub (👨‍💻 5 · 🔀 150 · 📦 10 · 📋 52 - 32% open · ⏱️ 10.01.2021):
```
git clone https://github.com/cgnorthcutt/cleanlab
```
PyPi (📥 2.8K / month · ⏱️ 17.02.2020):
```
pip install cleanlab
```

GitHub (👨‍💻 14 · 🔀 92 · 📦 85 · 📋 160 - 7% open · ⏱️ 26.10.2020):
```
git clone https://github.com/sepandhaghighi/pycm
```
PyPi (📥 2K / month · 📦 10 · ⏱️ 26.10.2020):
```
pip install pycm
```

GitHub (👨‍💻 14 · 🔀 170 · 📥 2 · 📦 44 · 📋 93 - 46% open · ⏱️ 07.01.2021):
```
git clone https://github.com/modAL-python/modAL
```
PyPi (📥 880 / month · 📦 8 · ⏱️ 07.01.2021):
```
pip install modAL
```

GitHub (👨‍💻 9 · 🔀 110 · 📦 100 · 📋 89 - 28% open · ⏱️ 11.01.2021):
```
git clone https://github.com/MaxHalford/prince
```
PyPi (📥 4.7K / month · 📦 3 · ⏱️ 06.10.2020):
```
pip install prince
```

GitHub (👨‍💻 29 · 🔀 250 · 📦 160 · 📋 130 - 37% open · ⏱️ 09.09.2020):
```
git clone https://github.com/astroML/astroML
```
PyPi (📥 490 / month · 📦 29 · ⏱️ 23.03.2020):
```
pip install astroML
```
Conda (📥 21K · ⏱️ 16.02.2020):
```
conda install -c conda-forge astroml
```

GitHub (👨‍💻 7 · 🔀 76 · 📦 47 · 📋 34 - 47% open · ⏱️ 01.01.2021):
```
git clone https://github.com/rasbt/biopandas
```
PyPi (📥 190 / month · 📦 6 · ⏱️ 04.08.2020):
```
pip install biopandas
```
Conda (📥 62K · ⏱️ 08.08.2020):
```
conda install -c conda-forge biopandas
```

GitHub (👨‍💻 30 · 🔀 280 · 📋 340 - 26% open · ⏱️ 05.10.2020):
```
git clone https://github.com/airbnb/streamalert
```

GitHub (👨‍💻 7 · 🔀 81 · 📦 100 · 📋 81 - 9% open · ⏱️ 25.02.2020):
```
git clone https://github.com/flennerhag/mlens
```
PyPi (📥 1.8K / month · ⏱️ 30.10.2018):
```
pip install mlens
```

GitHub (👨‍💻 7 · 🔀 54 · 📦 18 · 📋 72 - 43% open · ⏱️ 05.01.2021):
```
git clone https://github.com/SeldonIO/alibi-detect
```
PyPi (📥 1K / month · 📦 1 · ⏱️ 08.10.2020):
```
pip install alibi-detect
```

GitHub (👨‍💻 4 · 🔀 65 · 📦 18 · 📋 33 - 48% open · ⏱️ 10.06.2020):
```
git clone https://github.com/kLabUM/rrcf
```
PyPi (📥 2K / month · ⏱️ 10.06.2020):
```
pip install rrcf
```

GitHub (👨‍💻 10 · 🔀 150 · 📦 130 · 📋 140 - 19% open · ⏱️ 15.02.2020):
```
git clone https://github.com/trevorstephens/gplearn
```
PyPi (📥 920 / month · 📦 7 · ⏱️ 01.06.2019):
```
pip install gplearn
```

GitHub (👨‍💻 2 · 🔀 28 · 📦 3 · 📋 15 - 26% open · ⏱️ 18.01.2021):
```
git clone https://github.com/alegonz/baikal
```
PyPi (📥 33 / month · ⏱️ 15.11.2020):
```
pip install baikal
```

Conda (📥 390K · ⏱️ 07.12.2020):

conda install -c conda-forge cython-blis

GitHub (👨‍💻 20 · 🔀 130 · 📋 98 - 27% open · ⏱️ 15.01.2021):
```
git clone https://github.com/solegalli/feature_engine
```
PyPi (📥 13K / month · 📦 2 · ⏱️ 11.01.2021):
```
pip install feature_engine
```

Conda (📥 1.2K · ⏱️ 11.01.2021):

conda install -c conda-forge feature_engine

GitHub (👨‍💻 13 · 🔀 56 · 📦 120 · 📋 32 - 46% open · ⏱️ 18.07.2020):
```
git clone https://github.com/EpistasisLab/scikit-rebate
```
PyPi (📥 990 / month · 📦 31 · ⏱️ 18.07.2020):
```
pip install skrebate
```

GitHub (👨‍💻 2 · 🔀 29 · 📥 8 · 📦 12 · 📋 14 - 21% open · ⏱️ 30.09.2020):
```
git clone https://github.com/jmschrei/apricot
```
PyPi (📥 270 / month · ⏱️ 28.09.2020):
```
pip install apricot-select
```

GitHub (👨‍💻 58 · 🔀 160 · 📋 280 - 13% open · ⏱️ 18.01.2021):
```
git clone https://github.com/online-ml/river
```

GitHub (👨‍💻 3 · 🔀 110 · 📋 11 - 90% open · ⏱️ 20.01.2021):
```
git clone https://github.com/jrieke/traingenerator
```

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